"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
+ "data": {
+ "text/html": [
+ "┏━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━┓\n",
+ "┃ ┃ Name ┃ Type ┃ Params ┃ Mode ┃ FLOPs ┃\n",
+ "┡━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━┩\n",
+ "│ 0 │ loss │ BCEWithLogitsLoss │ 0 │ train │ 0 │\n",
+ "│ 1 │ train_metrics │ MetricCollection │ 0 │ train │ 0 │\n",
+ "│ 2 │ val_metrics │ MetricCollection │ 0 │ train │ 0 │\n",
+ "│ 3 │ test_metrics │ MetricCollection │ 0 │ train │ 0 │\n",
+ "│ 4 │ model │ UNet2d │ 128 K │ train │ 0 │\n",
+ "│ 5 │ optimizer │ Adam │ 0 │ train │ 0 │\n",
+ "└───┴───────────────┴───────────────────┴────────┴───────┴───────┘\n",
+ "
\n"
],
- "source": [
- "IMAGE_SIZE = 256\n",
- "\n",
- "# Helper function to keep axis within reasonable parameters.\n",
- "def random_ellipse_axes():\n",
- " \"\"\"Return the three axes of an ellipse.\"\"\"\n",
- " ellipse_area = (np.random.uniform(3, 4)) ** 2\n",
- " radius_ratio = np.random.uniform(1, 1.5)\n",
- " major_axis = np.sqrt(ellipse_area) * radius_ratio\n",
- " minor_axis = np.sqrt(ellipse_area) / radius_ratio\n",
- " z_axis = np.sqrt(ellipse_area) * np.random.uniform(0.2, 0.4)\n",
- " return (major_axis, minor_axis, z_axis)* dt.units.um\n",
- "\n",
- "# Define the ellipse.\n",
- "ellipse = dt.Ellipsoid(\n",
- " radius = random_ellipse_axes,\n",
- " intensity=lambda: np.random.uniform(0.5, 1.5),\n",
- " position=lambda: np.random.uniform(5, IMAGE_SIZE - 5, size=2),\n",
- " rotation=lambda: np.random.uniform(0, 2 * np.pi),\n",
- ")\n",
- "\n",
- "# Define the microscope.\n",
- "optics = dt.Fluorescence(\n",
- " resolution=1e-6,\n",
- " magnification=6,\n",
- " wavelength=400e-9,\n",
- " NA=lambda: np.random.uniform(0.9, 1.1),\n",
- " output_region=(0, 0, IMAGE_SIZE, IMAGE_SIZE),\n",
- ")\n",
- "\n",
- "# Image the ellipses with a fluorescence microscope.\n",
- "sim_im_pip = optics(ellipse)\n",
- "\n",
- "# Plot some samples.\n",
- "fig, axs = plt.subplots(1, 5, figsize=(10, 2))\n",
- "for i, ax in enumerate(axs):\n",
- " sim_im_pip.update()\n",
- " image = sim_im_pip()\n",
- " ax.imshow(image, cmap=\"gray\")\n",
- " if i != 0: ax.axis(\"off\")\n",
- "plt.tight_layout()\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 2.3 Improving the Simulation\n",
- "Adding internal structure to the cells with Poisson noise and elastic transformations will make the cells look more realistic."
+ "text/plain": [
+ "┏━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━┓\n",
+ "┃\u001b[1;35m \u001b[0m\u001b[1;35m \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mName \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mType \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mParams\u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mMode \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mFLOPs\u001b[0m\u001b[1;35m \u001b[0m┃\n",
+ "┡━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━┩\n",
+ "│\u001b[2m \u001b[0m\u001b[2m0\u001b[0m\u001b[2m \u001b[0m│ loss │ BCEWithLogitsLoss │ 0 │ train │ 0 │\n",
+ "│\u001b[2m \u001b[0m\u001b[2m1\u001b[0m\u001b[2m \u001b[0m│ train_metrics │ MetricCollection │ 0 │ train │ 0 │\n",
+ "│\u001b[2m \u001b[0m\u001b[2m2\u001b[0m\u001b[2m \u001b[0m│ val_metrics │ MetricCollection │ 0 │ train │ 0 │\n",
+ "│\u001b[2m \u001b[0m\u001b[2m3\u001b[0m\u001b[2m \u001b[0m│ test_metrics │ MetricCollection │ 0 │ train │ 0 │\n",
+ "│\u001b[2m \u001b[0m\u001b[2m4\u001b[0m\u001b[2m \u001b[0m│ model │ UNet2d │ 128 K │ train │ 0 │\n",
+ "│\u001b[2m \u001b[0m\u001b[2m5\u001b[0m\u001b[2m \u001b[0m│ optimizer │ Adam │ 0 │ train │ 0 │\n",
+ "└───┴───────────────┴───────────────────┴────────┴───────┴───────┘\n"
]
+ },
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
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- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
+ "data": {
+ "text/html": [
+ "Trainable params: 128 K \n",
+ "Non-trainable params: 0 \n",
+ "Total params: 128 K \n",
+ "Total estimated model params size (MB): 0.513 \n",
+ "Modules in train mode: 42 \n",
+ "Modules in eval mode: 0 \n",
+ "Total FLOPs: 0 \n",
+ "
\n"
],
- "source": [
- "ellipse = dt.Ellipsoid(\n",
- " radius = random_ellipse_axes,\n",
- " intensity=lambda: np.random.uniform(0.5, 1.5),\n",
- " position=lambda: np.random.uniform(5, IMAGE_SIZE - 5, size=2),\n",
- " rotation=lambda: np.random.uniform(0, 2 * np.pi),\n",
- ")\n",
- "\n",
- "# Add elastic transformations.\n",
- "synthetic_nuclei = (\n",
- " (ellipse ^ (lambda: np.random.randint(5, 10)))\n",
- " >> dt.Pad(px=(10, 10, 10, 10), keep_size=False)\n",
- " >> dt.ElasticTransformation(alpha=100, sigma=10, order=1)\n",
- " >> dt.CropTight()\n",
- ")\n",
- "\n",
- "# Define Poisson noise and Gaussian blur.\n",
- "long_range_noise = (synthetic_nuclei >> dt.Poisson(snr=0.2)\n",
- " >> dt.GaussianBlur(sigma=3.5))\n",
- "short_range_noise = (synthetic_nuclei >> dt.Poisson(snr=1.0)\n",
- " >> dt.GaussianBlur(sigma=1.5))\n",
- "random_range_noise = (\n",
- " synthetic_nuclei\n",
- " >> dt.Poisson(snr=lambda: np.random.uniform(0.5, 1.5))\n",
- " >> dt.GaussianBlur(sigma=lambda: np.random.uniform(0.75, 1.5))\n",
- ")\n",
- "\n",
- "# Combine the augmentations.\n",
- "noisy_synthetic_nuclei = (\n",
- " synthetic_nuclei\n",
- " * (long_range_noise + short_range_noise + random_range_noise) / 3\n",
- ")\n",
- "\n",
- "# Ensure non-overlapping cells.\n",
- "non_overlap_nuclei = dt.NonOverlapping(noisy_synthetic_nuclei, min_distance=2)\n",
- "\n",
- "# Define the microscope.\n",
- "optics = dt.Fluorescence(\n",
- " resolution=1e-6, magnification=6, wavelength=400e-9,\n",
- " NA=lambda: np.random.uniform(0.9, 1.1),\n",
- " output_region=(0, 0, IMAGE_SIZE, IMAGE_SIZE),\n",
- ")\n",
- "\n",
- "# Define simulation pipeline with some background noise.\n",
- "sim_im_pip = (optics(non_overlap_nuclei)\n",
- " >> dt.Gaussian(sigma=lambda: np.random.uniform(0, 0.1))\n",
- " >> dt.Divide(lambda: np.random.uniform(14, 20))\n",
- " >> dt.Add(lambda: np.random.uniform(-0.05, 0.15))\n",
- " >> dt.Clip(0, 1) >> dt.AsType(\"float\"))\n",
- "\n",
- "# Plot some samples.\n",
- "fig, axs = plt.subplots(1, 5, figsize=(10, 2))\n",
- "for i, ax in enumerate(axs):\n",
- " sim_im_pip.update()\n",
- " image = sim_im_pip()\n",
- " ax.imshow(image, cmap=\"gray\")\n",
- "\n",
- "plt.tight_layout()\n",
- "plt.show()"
+ "text/plain": [
+ "\u001b[1mTrainable params\u001b[0m: 128 K \n",
+ "\u001b[1mNon-trainable params\u001b[0m: 0 \n",
+ "\u001b[1mTotal params\u001b[0m: 128 K \n",
+ "\u001b[1mTotal estimated model params size (MB)\u001b[0m: 0.513 \n",
+ "\u001b[1mModules in train mode\u001b[0m: 42 \n",
+ "\u001b[1mModules in eval mode\u001b[0m: 0 \n",
+ "\u001b[1mTotal FLOPs\u001b[0m: 0 \n"
]
+ },
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 2.4 Generating Ground Truth Masks\n",
- "We now have a realistic simulation, in order to get a ground truth mask from this we will use the built-in function `SampleToMask`."
- ]
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/guillem/miniforge3/envs/deeptrack2/lib/python3.13/site-packages/lightning/pytorch/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n",
+ "/home/guillem/miniforge3/envs/deeptrack2/lib/python3.13/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:434: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=5` in the `DataLoader` to improve performance.\n"
+ ]
},
{
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "execution": {
- "iopub.execute_input": "2022-06-30T11:25:53.857244Z",
- "iopub.status.busy": "2022-06-30T11:25:53.857244Z",
- "iopub.status.idle": "2022-06-30T11:25:53.860743Z",
- "shell.execute_reply": "2022-06-30T11:25:53.860743Z"
- }
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "6020ab0059b04acfb1713a5ce5b61631",
+ "version_major": 2,
+ "version_minor": 0
},
- "outputs": [],
- "source": [
- "def get_mask(radius):\n",
- " \"\"\"Apply isotropic erosion to a binary mask.\"\"\"\n",
- " def inner(mask):\n",
- " mask = np.sum(mask, -1, keepdims=True) > 0\n",
- " mask = np.pad(mask, [(1, 1), (1, 1), (0, 0)], mode=\"constant\")\n",
- " mask = skmorph.isotropic_erosion(mask, radius=radius)\n",
- " return mask[1:-1, 1:-1]\n",
- " return inner\n",
- "\n",
- "# Define mask pipeline.\n",
- "sim_mask_pip = (\n",
- " noisy_synthetic_nuclei\n",
- " >> dt.SampleToMasks(get_mask, radius=2, output_region=optics.output_region,\n",
- " merge_method=\"or\")\n",
- " >> dt.AsType(\"float\")\n",
- ")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 2.5 Finalize Training Pipeline"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Combine image simulation and mask pipeline.\n",
- "sim_im_mask_pip = ((sim_im_pip & sim_mask_pip) >> dt.MoveAxis(2, 0)\n",
- " >> dt.pytorch.ToTensor(dtype=torch.float))\n",
- "\n",
- "# Generate the training dataset.\n",
- "train_dataset = dt.pytorch.Dataset(sim_im_mask_pip, length=512, replace=0.01)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Sample the simulated dataset."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "sim_im, sim_mask = train_dataset[np.random.choice(len(train_dataset))]\n",
- "\n",
- "fig, axs = plt.subplots(1, 3, figsize=(12, 4))\n",
- "\n",
- "# Plot image.\n",
- "axs[0].imshow(sim_im.permute(1, 2, 0), vmin=0, vmax=1, cmap=\"gray\")\n",
- "axs[0].set_title(\"Simulated Image\", fontsize=20)\n",
- "\n",
- "# Plot mask.\n",
- "axs[1].imshow(sim_mask.permute(1, 2, 0), vmin=0, vmax=1, cmap=\"gray\")\n",
- "axs[1].set_title(\"Simulated Mask\", fontsize=20)\n",
- "axs[1].axis(\"off\")\n",
- "\n",
- "# plot intensity distribution.\n",
- "axs[2].hist(np.array(sim_im).flatten(), bins=200, range=(0, 1))\n",
- "axs[2].set_xlabel(\"Pixel Intensity\", fontsize=16)\n",
- "axs[2].set_xlim([0, 1])\n",
- "axs[2].set_ylabel(\"Log Frequency\", fontsize=16)\n",
- "axs[2].set_yscale(\"log\")\n",
- "axs[2].set_title(\"Pixel Intensity Distribution\", fontsize=20)\n",
- "\n",
- "plt.tight_layout()\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 3. Implementing the U-Net"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Regressor(\n",
- " (loss): BCEWithLogitsLoss()\n",
- " (optimizer): Adam[Adam]()\n",
- " (train_metrics): MetricCollection,\n",
- " prefix=train\n",
- " )\n",
- " (val_metrics): MetricCollection,\n",
- " prefix=val\n",
- " )\n",
- " (test_metrics): MetricCollection,\n",
- " prefix=test\n",
- " )\n",
- " (model): UNet2d(\n",
- " (encoder): ConvolutionalEncoder2d(\n",
- " (blocks): LayerList(\n",
- " (0): Conv2dBlock(\n",
- " (layer): Conv2d(1, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (activation): ReLU()\n",
- " )\n",
- " (1): Conv2dBlock(\n",
- " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
- " (layer): Conv2d(16, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (activation): ReLU()\n",
- " )\n",
- " (2): Conv2dBlock(\n",
- " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
- " (layer): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (activation): ReLU()\n",
- " )\n",
- " )\n",
- " (postprocess): Identity()\n",
- " )\n",
- " (bottleneck): ConvolutionalNeuralNetwork(\n",
- " (blocks): LayerList(\n",
- " (0): Conv2dBlock(\n",
- " (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
- " (layer): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (activation): ReLU()\n",
- " (upsample): ConvTranspose2d(64, 64, kernel_size=(2, 2), stride=(2, 2))\n",
- " )\n",
- " )\n",
- " )\n",
- " (decoder): ConvolutionalDecoder2d(\n",
- " (blocks): LayerList(\n",
- " (0): Conv2dBlock(\n",
- " (layer): Conv2d(128, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (activation): ReLU()\n",
- " (upsample): ConvTranspose2d(32, 32, kernel_size=(2, 2), stride=(2, 2))\n",
- " )\n",
- " (1): Conv2dBlock(\n",
- " (layer): Conv2d(64, 16, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (activation): ReLU()\n",
- " (upsample): ConvTranspose2d(16, 16, kernel_size=(2, 2), stride=(2, 2))\n",
- " )\n",
- " (2): Conv2dBlock(\n",
- " (layer): Conv2d(32, 1, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
- " (activation): Identity()\n",
- " )\n",
- " )\n",
- " (preprocess): Identity()\n",
- " )\n",
- " (skip): Cat()\n",
- " )\n",
- ")\n"
- ]
- }
- ],
- "source": [
- "# Using deeplay U-Net template. \n",
- "model = dl.UNet2d(\n",
- " in_channels = 1,\n",
- " channels=[16, 32, 64,],\n",
- " out_channels=1,\n",
- ")\n",
- "\n",
- "# Compile as a regressor.\n",
- "unet_regressor = dl.Regressor(\n",
- " model=model, loss=torch.nn.BCEWithLogitsLoss(), optimizer=dl.Adam(),\n",
- ").create()\n",
- "\n",
- "print(unet_regressor)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### 3.1 Training the U-Net"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "c:\\Users\\xlecal\\Desktop\\student-teacher-tracking\\.venv\\lib\\site-packages\\lightning\\pytorch\\trainer\\connectors\\logger_connector\\logger_connector.py:76: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n",
- "c:\\Users\\xlecal\\Desktop\\student-teacher-tracking\\.venv\\lib\\site-packages\\lightning\\pytorch\\trainer\\configuration_validator.py:70: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n",
- "\n",
- " | Name | Type | Params | Mode \n",
- "------------------------------------------------------------\n",
- "0 | loss | BCEWithLogitsLoss | 0 | train\n",
- "1 | train_metrics | MetricCollection | 0 | train\n",
- "2 | val_metrics | MetricCollection | 0 | train\n",
- "3 | test_metrics | MetricCollection | 0 | train\n",
- "4 | model | UNet2d | 128 K | train\n",
- "5 | optimizer | Adam | 0 | train\n",
- "------------------------------------------------------------\n",
- "128 K Trainable params\n",
- "0 Non-trainable params\n",
- "128 K Total params\n",
- "0.513 Total estimated model params size (MB)\n",
- "42 Modules in train mode\n",
- "0 Modules in eval mode\n",
- "c:\\Users\\xlecal\\Desktop\\student-teacher-tracking\\.venv\\lib\\site-packages\\lightning\\pytorch\\trainer\\connectors\\data_connector.py:425: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=15` in the `DataLoader` to improve performance.\n"
- ]
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "e457e41770c64062ab68a9c54aa644f8",
- "version_major": 2,
- "version_minor": 0
- },
- "text/plain": [
- "Training: | | 0/? [00:00, ?it/s]"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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Dh/Dmm2/iz/7szwDIc3f8+HHs3bsXy5cvR2VlJa6++mpccskleNe73oV77rkH69evx9mzZ/HrX/8aN99888Iw1pKSEnzwgx/EN77xDYyNjeGTn/wk3ve+9xXUUEuAlWTFI1gpv+en8rscREREREREREXqM5/5DLxeLzo7O9HY2GjaY+yb3/wmamtrcemll+LGG2/EddddhwsuuCBny3nBBRfgJz/5Cf7t3/4Nmzdvxh133IG7774bu3btAgDU1NTg5z//Od72trdh48aN+Id/+Ac88MAD2LRpE6qqqvDkk0/ihhtuwPr16/E3f/M3uPfee/H2t7/d8jHLyspw8OBBvOc978H69evxF3/xF7j11lvx3//7fwcAvOc978H111+Pt771rWhsbMQDDzwARVHw8MMP44orrsCHPvQhrF+/Hn/8x3+MkydPorm5eeG+165di3e/+9244YYbcO2112Lr1q0LgV8hUaKp5gAtMmNjY6iursbo6CiqqhZRk/vxHmDgTRl62bI530tDRERERERES9TMzAyOHz+OVatWoaSkJN+LQwXuzjvvxC9+8Qvs3bs3a49h9Z50khOxkqxY+Evl9/x0fpeDiIiIiIiIiGgRWjQh2e7du9HZ2YmdO3fme1GywxcLyUIzQA7HQRMRERERERFRZj72sY+hoqLC8OdjH/tYzpbDbBkqKirw1FNP5Ww5ChWHWxaT7heB0CzQtBEob0h9fSIiIiIiIiKXcbilc319fRgbGzO8rKqqCk1NTTlZjiNHjphetmzZMpSWluZkOdzm1nBLzm5ZTEprpTfZ3CRDMiIiIiIiIqIi0dTUlLMgzMratWvzvQgFbdEMt1wSfEH5HZ7L73IQERERERERES0yDMmKiTcWkoVm87scRERERERERESLDEOyYuILyG+GZERERERERERErmJIVkzUSrIwQzIiIiIiIiIiIjcxJCsmak+ySBgIh/K7LEREREREREREiwhDsmLi8QK+2FSmc+P5XRYiIiIiIiKiJayjowP33XefK/f1+OOPQ1EUjIyMuHJ/xezEiRNQFAV79+7N+WP7cv6IlJlgBRCaAeamgNLafC8NERERERERUdG48sorsX37dlfCrT179qC8vDzzhaKCwZCs2HhjzfvDc/ldDiIiIiIiIqJFJhqNIhwOw+dLHZc0NjbmYIkolzjcstgwJCMiIiIiIqJCE40Cc5O5/4lGbS/irl278MQTT+Bb3/oWFEWBoii4//77oSgKfvOb32DHjh0IBoN4+umncfToUdx0001obm5GRUUFdu7cid/97ncJ96cfbqkoCn7wgx/g5ptvRllZGdatW4eHHnoo7af0Zz/7GTZt2oRgMIiOjg7ce++9CZd/97vfxbp161BSUoLm5mbccsstC5f99Kc/xZYtW1BaWor6+npcffXVmJyctPW4P/jBD7Bx40aUlJTgvPPOw3e/+92Fy9ShkP/2b/+GSy+9FCUlJdi8eTOeeOKJhPt44okncNFFFyEYDKK1tRWf+9znEArFe6tHIhHcc889WLt2LYLBIFasWIGvfOUrCfdx7NgxvPWtb0VZWRm2bduG5557zvZzly5WkhUbhmRERERERERUaOangK+25f5x/8dZIGBvyOO3vvUtHD58GJs3b8bdd98NANi/fz8A4HOf+xy+8Y1vYPXq1aitrUV3dzduuOEGfOUrX0EwGMSPfvQj3HjjjTh06BBWrFhh+hh33XUX7rnnHnz961/Ht7/9bfzJn/wJTp48ibq6Okf/1ssvv4z3ve99uPPOO/H+978fzz77LD7+8Y+jvr4eu3btwksvvYRPfvKT+Od//mdceumlGBoawlNPPQUAOHfuHD7wgQ/gnnvuwc0334zx8XE89dRTiNoIFP/lX/4Fd9xxB77zne/g/PPPx6uvvoqPfvSjKC8vxwc/+MGF691+++2477770NnZiW9+85u48cYbcfz4cdTX1+PMmTO44YYbsGvXLvzoRz/CwYMH8dGPfhQlJSW48847AQCf//zn8f3vfx9/93d/h8svvxznzp3DwYMHE5blC1/4Ar7xjW9g3bp1+MIXvoAPfOADOHLkiK0qv3QxJCs2nthLFgnndzmIiIiIiIiIikh1dTUCgQDKysrQ0tICAAvBzN13341rrrlm4bp1dXXYtm3bwt9f/vKX8eCDD+Khhx7CbbfdZvoYu3btwgc+8AEAwFe/+lX8/d//PV588UVcf/31jpb1m9/8Jq666ip88YtfBACsX78eXV1d+PrXv45du3bh1KlTKC8vxzve8Q5UVlZi5cqVOP/88wFISBYKhfDud78bK1euBABs2bLF1uN+6Utfwr333ot3v/vdAIBVq1ahq6sL3/ve9xJCsttuuw3vec97AAD/63/9L/z2t7/F//k//wd//dd/je9+97tob2/Hd77zHSiKgvPOOw9nz57FZz/7Wdxxxx2YnJzEt771LXznO99ZuM81a9bg8ssvT1iWz3zmM/ijP/ojABI+btq0CUeOHMF5553n6Ll0giFZsVGU2An7JaVEREREREREWeUvk6qufDyuCy688MKEvycmJnDnnXfi17/+9ULoND09jVOnTlnez9atWxdOl5eXo6qqCn19fY6X58CBA7jpppsSzrvssstw3333IRwO45prrsHKlSuxevVqXH/99bj++usXhnlu27YNV111FbZs2YLrrrsO1157LW655RbU1lpP/jc5OYmjR4/iwx/+MD760Y8unB8KhVBdXZ1w3UsuuWThtM/nw4UXXogDBw4sLPsll1wCZSG/kGWfmJjA6dOn0dPTg9nZWVx11VWWy6N9LltbWwEAfX19DMns2L17N3bv3o1weJFXWCmxNnLRSH6Xg4iIiIiIiEilKLaHPRYi/SyVn/nMZ/Doo4/iG9/4BtauXYvS0lLccsstmJuzbn3k9/sT/lYUBZGI+/vvlZWVeOWVV/D444/jkUcewR133IE777wTe/bsQU1NDR599FE8++yzeOSRR/Dtb38bX/jCF/DCCy9g1apVpvc5MTEBAPj+97+Piy++OOEyr9fr2rKXlpbaup72uVQDt2w8l1qLpnH/rbfeiq6uLuzZsyffi5JdahLroDkhEREREREREQGBQMBWcc0zzzyDXbt24eabb8aWLVvQ0tKCEydOZH8BYzZu3IhnnnkmaZnWr1+/EFj5fD5cffXVuOeee/D666/jxIkT+P3vfw9AQqXLLrsMd911F1599VUEAgE8+OCDlo/Z3NyMtrY2HDt2DGvXrk340Ydrzz///MLpUCiEl19+GRs3blxY9ueeey6hB9ozzzyDyspKLF++HOvWrUNpaSkee+yx9J+gLFk0lWRLBivJiIiIiIiIiNLS0dGBF154ASdOnEBFRYVpZdK6devw85//HDfeeCMURcEXv/jFrFcxaX3605/Gzp078eUvfxnvf//78dxzz+E73/nOwkyTv/rVr3Ds2DFcccUVqK2txcMPP4xIJIINGzbghRdewGOPPYZrr70WTU1NeOGFF9Df378QYlm566678MlPfhLV1dW4/vrrMTs7i5deegnDw8P41Kc+tXC93bt3Y926ddi4cSP+7u/+DsPDw/jzP/9zAMDHP/5x3HffffjEJz6B2267DYcOHcKXvvQlfOpTn4LH40FJSQk++9nP4q//+q8RCARw2WWXob+/H/v378eHP/zh7DyhNjEkKzYMyYiIiIiIiIjS8pnPfAYf/OAH0dnZienpafzjP/6j4fW++c1v4s///M9x6aWXoqGhAZ/97GcxNjaWs+W84IIL8JOf/AR33HEHvvzlL6O1tRV33303du3aBQCoqanBz3/+c9x5552YmZnBunXr8MADD2DTpk04cOAAnnzySdx3330YGxvDypUrce+99+Ltb397ysf9yEc+grKyMnz961/H7bffjvLycmzZsgV/9Vd/lXC9v/3bv8Xf/u3fYu/evVi7di0eeughNDQ0AACWLVuGhx9+GLfffju2bduGuro6fPjDH8bf/M3fLNz+i1/8Inw+H+644w6cPXsWra2t+NjHPuba85cuJWpnDtAiMjY2hurqaoyOjqKqqirfi+O++Wng9EuAxwusvDTfS0NERERERERLzMzMDI4fP45Vq1ahpKQk34tDOXTixAmsWrUKr776KrZv357vxVlg9Z50khMtmp5kSwYryYiIiIiIiIiIXMeQrNgshGRRNu8nIiIiIiIiKgIf+9jHUFFRYfiTy2GGZstQUVGBp556KmfLUajYk6zYKJpcMxqNz3ZJRERERERERAXp7rvvxmc+8xnDy3LZKmrv3r2mly1btizl7Ts6OrDIunYlYEhWdDShWDQMFgMSERERERERFbampiY0NTXlezGwdu3afC9CQWPCUmw8nng1WSSU32UhIiIiIiKiJWsxVxRRcXHrvciQrBj5gvI7NJvf5SAiIiIiIqIlx+/3AwCmpqbyvCREYm5uDgDg9Xozuh8OtyxG3gAwPw2E5/K9JERERERERLTEeL1e1NTUoK+vDwBQVlYGhf2yKU8ikQj6+/tRVlYGny+zmIshWTHyBuT39AhQkf8xzURERERERLS0tLS0AMBCUEaUTx6PBytWrMg4rGVIVozUnmQTvUBZPVBen9/lISIiIiIioiVFURS0traiqakJ8/Pz+V4cWuICgQA8nsw7ijEkK3Zz4wzJiIiIiIiIKC+8Xm/GfaCICgUb9xclzawN0Uj+FoOIiIiIiIiIaJFgSFbsIuF8LwERERERERERUdFjSFaMoppKsjDHfhMRERERERERZYohWbGLhPK9BERERERERERERW/RhGS7d+9GZ2cndu7cme9FyYGoyWkiIiIiIiIiIkqHEo1GF1XKMjY2hurqaoyOjqKqqirfi5MdvV3A1KCcDlYAbefnd3mIiIiIiIiIiAqQk5xo0VSSLSneQPw0Z7ckIiIiIiIiIsoYQ7JiVLsS8Hjl9OIqBCQiIiIiIiIiyguGZMXI6weaN8tphmRERERERERERBljSFaslNhLx+GWREREREREREQZY0hWrBiSERERERERERG5hiFZsVKU2AkOtyQiIiIiIiIiyhRDsmKlVpJFwkB4Pr/LQkRERERERERU5BiSFStF89Kdej5/y0FEREREREREtAgwJCtWiu6lm5/Jz3IQERERERERES0CDMmKlT4ki4bzsxxERERERERERIsAQ7JitdC4P4Z9yYiIiIiIiIiI0saQrJiV1cVPMyQjIiIiIiIiIkobQ7LFIsKQjIiIiIiIiIgoXQzJilk0Gj8dnsvfchARERERERERFTmGZItFOJTvJSAiIiIiIiIiKloMyRYLDrckIiIiIiIiIkobQ7JiFqyInx47B/z8vwP3vyN/y0NEREREREREVKR8+V4AykB1OzA1BMxNAr4g8MZPgGhEArOq1nwvHRERERERERFR0WAlWTHzeIG6VXLaXwI0b5LTp57L3zIRERERERERERUhhmTFTvHK72gUWHGpnD71fP6Wh4iIiIiIiIioCDEkK3ZK7CWcnwbqVsvpU8/mb3mIiIiIiIiIiIoQQ7Ji5/HGT1e2yO/e/cDMaH6Wh4iIiIiIiIioCC2akGz37t3o7OzEzp07870ouaVoQrKyeqC2Q5r3d+8BJvqlsT8REREREREREVlaNCHZrbfeiq6uLuzZsyffi5Jbiu4lbL9Yfp94Gug/KFVlRERERERERERkadGEZEuWdrglEA/JOMMlEREREREREZFtDMmKnaIk/q2GZOf2AuH5nC8OEREREREREVExYki22NStBsoagNAMMHhEzotG87tMREREREREREQFjiHZohMFVvyBnOxjPzIiIiIiIiIiIjsYki020Siw4hI5rTbtZyUZEREREREREZElhmSLThRYGQvJ+g4A0Uh+F4eIiIiIiIiIqAgwJFsMtM37Bw4DLVsBfykwNwGMnMrfchERERERERERFQmGZIuBonkZ56aA2XGgbYf83dcFgMMtiYiIiIiIiIisMCRbFJTEP3v3A8t3xk8TEREREREREZElhmSLgWLwMrZfJL/7uti4n4iIiIiIiIgoBYZki4FRSNa2Xc6f7AdGT+d8kYiIiIiIiIiIiglDssVAUZLPC5QDdWvk9Knnc7s8RERERERERERFhiHZYmAUkgFAc6f87n4ud8tCRERERERERFSEGJItBkbDLaNRoGmTnD71Qm6Xh4iIiIiIiIioyDAkWxRMKsmaYpVk/QeAqaHcLQ4RERERERERUZFhSLYY1KxIPm/wCFBaA1Qtl7+7X8zpIhERERERERERFROGZItBWR3QvCnxvPlp+a32JTv1bG6XiYiIiIiIiIioiDAkWyx8JcbnL/Ql4wyXRERERERERERmGJItFmYzXKp9yc68Eq8uIyIiIiIiIiKiBAzJFg2TkKyyBSitAyLzEpQREREREREREVEShmSLhVklmaLEq8nYl4yIiIiIiIiIyBBDsqWgmX3JiIiIiIiIiIisMCRbLDw+88vUSrLuF4FIODfLQ0RERERERERURBiSLRYeL9C4wfiy2g4gUA7MjgG9+3O6WERERERERERExYAh2WJSUm18vscLtJ4vp089l7vlISIiIiIiIiIqEgzJFhWT5v0AsHyH/GZIRkRERERERESUhCHZUtF2gfw++RwQjeZ3WYiIiIiIiIiICgxDssXEFwCqlxlf1rIZ8PiBiR5g+EROF4uIiIiIiIiIqNAxJFts6lbLj543CLSxLxkRERERERERkRGGZItRVZvBmVFg+YVy8tjjuVwaIiIiIiIiIqKCx5BsMVIMGvhHo0Blq5w+8Uxul4eIiIiIiIiIqMAxJFsyokDjBjk5dhqYHDC/amgOGD0NhOdzs2hERERERERERHm2aEKy3bt3o7OzEzt37sz3ohSmaAQIVgI1K+Rvq75kffuBoeNA34HcLBsRERERERERUZ4tmpDs1ltvRVdXF/bs2ZPvRSlM0aj8NG2Sv089b37d2Qn5PTOa/eUiIiIiIiIiIioAiyYkI52WzQZnRoHmTjl58tmcLg4RERERERERUSFjSLZYldYm/h2aTawkO/caMDeZ++UiIiIiIiIiIipADMmWiqlB+V3RBJQ3AtEwcJpDU4mIiIiIiIiIAIZkS1NTbMilVV8yIiIiIiIiIqIlhCHZUqQOuWRfMiIiIiIiIiIiAAzJlia1ef/pl4DwvP3bhWazszxERERERERERHnGkGwpqlkBlNQA85NAz+v2bjN0DOh+ERg7l9VFIyIiIiIiIiLKB4ZkS5HiAdovktN2+5KNnpHfQ8eys0xERERERERERHnEkGypqlkpv9mXjIiIiIiIiIiIIdmS1bBefp96HohGHdzQ4LqhWeDMy8DYWVcWjYiIiIiIiIgo1xiSLVX1awFvEJgaAAaPZHZfwyeBuSlg8Kg7y0ZERERERERElGMMyZYqrx9YfqGcznTIZTSc+fIQEREREREREeURQ7KlbPlO+X3o1xnekZLxohARERERERER5RNDsqWsslV+n3s9v8tBRERERERERJRnDMmWstoOAAowfg7oOwjMTeZ7iYiIiIiIiIiI8oIh2VIWKAfqVsnp/Q8CZ15JfRtHM2ESERERERERERUHhmRLXVOn/O7dn9/lICIiIiIiIiLKI4ZkS13zJvnd15X+fShs3E9ERERERERExY0h2WKmDqW0olaSDR8H5qbs3e/IKSA8n/5yEREREREREREVGIZki1n1cqBtu/V1yuqBihYgGgH6D9i73+GTwMCbGS8eEREREREREVGhYEi26NkYCtms9iVzMORyZiStpSEiIiIiIiIiKkQMyRY7xcZL3KT2JUu3eT97khERERERERFRcWNIRvFKsoHDwOykvdtEo9lbHiIiIiIiIiKiHGNItthFI6mvU7UcCFYB4Tng2ONZXyQiIiIiIiIiokLDkGyxszPcUlHis1yeednmHbOSjIiIiIiIiIgWD4Zki12gDKhZAZQ3WF+vOdaX7Owrzh9DYU8yIiIiIiIiIipuDMmWgtqVQGWr9XW0lWR2hmiyJxkRERERERERLSIMyUjUrwF8QWB2DBjpzvfSEBERERERERHlFEOypSLVkEiPD2jYIKf79rv/+DNjwNBxIBJ2/76JiIiIiIiIiDLEkGzJsNE3TO1L1tdl7y4XhlzauO9zrwGjp+WHiIiIiIiIiKjAMCSjuKZYSNZrs5IsncArNOP8NkREREREREREWcaQbKmwMwNl4wZA8QKT/cBEX+rrj51JYzn4liMiIiIiIiKiwsPEguL8pUDjeXLa7pBLpxiSEREREREREVEBYmKxVCz0D0th2QXyWxuShUPWt7FTpbZwXb7liIiIiIiIiKjwMLGgRG3b5be2L1n3C+7dP0MyIiIiIiIiIipATCwoUdv58nvkJDA7IaejEffunyEZERERERERERUgJhZLhs3hlqV1QNUyOe1WXzLtUE+GZERERERERERUgJhYkE4UaN4kJ90KySLh+GmP1537JCIiIiIiIiJyEUOypcJu4/5oFGjqlNPavmSZPbjmtIMm/0REREREREREOcKQjJI1xSrJBt8E5qfNr2c3eCMiIiIiIiIiKnAMyZYKr9/e9aJRoLIFKK0FIiHg0MOZPzbDNCIiIiIiIiIqcAzJlopAOVDeYOOKUUBR4tVkRx/P5lIRERERERERERUEhmRLiTprpZVoRH43x/qS9dnoS6Y46TPGqjIiIiIiIiIiKjwMySiROjRSrSTrO5A4O6Xd2xMRERERERERFRGGZJRIrSSr7QD8pcD8FDBy0vz689PA3FSqO3Vr6YiIiIiIiIiIsoIh2VJiZ1hkNFY15vECjRvldK/FkMvTLwHTw5rbOwjEWHVGRERERERERAWCIRklioTip5vUvmRdWXicCHDmZaDnDffvm4iIiIiIiIjIIV++F4AKjLb/WHOsL1nvfqn6SqpEM6oEs1kdNjsmQzXnp9NZSiIiIiIiIiIiV7GSjBJpQ6uG9YDHB0wPAeNn079P7bBKDrEkIiIiIiIiogLEkIyEYvBW8AXjQy5PPZ98udGslwzBiIiIiIiIiKgIMSQjoKYdqGwxvmzlZfL75LO5Wx4iIiIiIiIiohwryJDs5ptvRm1tLW655ZZ8L8riYlXlZVRJBgArLgGgAAOHgMkBOw+SzpIREREREREREeVVQYZkf/mXf4kf/ehH+V6MpcVXYnx+WR3QtFFOn0q3mozBGREREREREREVtoIMya688kpUVlbmezEWIYuwyhc0v8zJkMuUPckYmBERERERERFR4XEckj355JO48cYb0dbWBkVR8Itf/CLpOrt370ZHRwdKSkpw8cUX48UXX3RjWSmbvAHzy1ZcIr979wPTw7lZHiIiIiIiIiKiHHIckk1OTmLbtm3YvXu34eU//vGP8alPfQpf+tKX8Morr2Dbtm247rrr0NfXt3Cd7du3Y/PmzUk/Z8+eTf8/odTS6UkGABVNQP06AFHg1HOpHiSdJSMiIiIiIiIiyiuf0xu8/e1vx9vf/nbTy7/5zW/iox/9KD70oQ8BAP7hH/4Bv/71r/HDH/4Qn/vc5wAAe/fuTW9pDczOzmJ2dnbh77GxMdfue+lQAEWxvsrKy4DBN2XI5YYbnN19yiGYRERERERERET55WpPsrm5Obz88su4+uqr4w/g8eDqq6/Gc8+lqkBKz9e+9jVUV1cv/LS3t2flcRaHNCvJAGDlpfK753VgxiKItB2IMTgjIiIiIiIiosLhakg2MDCAcDiM5ubmhPObm5vR09Nj+36uvvpqvPe978XDDz+M5cuXWwZsn//85zE6Orrw093dnfbyL3oef/y0V3O6vDF1SFbVJrNcRiNA9wvuLhcrzYiIiIiIiIgozxwPt8yF3/3ud7avGwwGEQxazMxIccEKoHYl4CsBSuuA0Iw07PcFgEg49e033AD0HQBOPQusu8bkSikCLwZiRERERERERFSAXK0ka2hogNfrRW9vb8L5vb29aGlpcfOhKF01K6QRv9cnoZlPndUyRU8yANjwR/L77KvA3JSDB2UwRkRERERERESFzdWQLBAIYMeOHXjssccWzotEInjsscdwySWXuPlQ5DZPireC1w80rAeqlgOREHD6RePrsVKMiIiIiIiIiIqQ45BsYmICe/fuXZih8vjx49i7dy9OnToFAPjUpz6F73//+/inf/onHDhwAP/P//P/YHJycmG2SypS9WslSFMb+J98Nr37iYSSz2OwRkRERERERER55rgn2UsvvYS3vvWtC39/6lOfAgB88IMfxP3334/3v//96O/vxx133IGenh5s374dv/3tb5Oa+VOxiQ3HXHkp8MZPgDMvA/MzgL9Ed70UgdfIKemLRkRERERERERUQByHZFdeeSWiKSp/brvtNtx2221pLxQVIEUBoAB1a4CKZmCiFzj7MrDyssTrDRwG2s5PPE//fmHlGBEREREREREVGFd7kuXT7t270dnZiZ07d+Z7URY3RYkHY0ZDLmcncrs8REREREREREQuWDQh2a233oquri7s2bMn34uyOClKrJoM8b5k3S8C4bn8LRMRERERERERkUsWTUhGLrDqFaYdItmwHiirB0LTwNlXk6873gtEIg4emMMviYiIiIiIiCi/GJKRc4oHWGExy+XAYWC0W3OGQU8y9iUjIiIiIiIiogLCkIw0FPuXLwy5fAGIhJKvOj3k2lIREREREREREWUbQzKyR1/51dQJlNQAcxPAudcNbpAqcCMiIiIiIiIiKhwMyShOsQq2oomXe7zAij+Q06cMhlxaMhh+SURERERERESURwzJKH1qX7JTzwORsPn1GIIRERERERERUYFjSEYaJpVkHq8MrdRf3roVCFQAMyNAX1eWl42IiIiIiIiIKHsYkpG1YAXQ/geA15d8mccHtF8sp41muSQiIiIiIiIiKhKLJiTbvXs3Ojs7sXPnznwvSvEy7EmmAB6Lt4k6y+WpZ4FoxN7jcPglERERERERERWYRROS3Xrrrejq6sKePXvyvSjFq6IZ8JcCla2aMzWBllGI1na+3GZqEBg4bHLHqUIxhmZERERERERElF+LJiQjF3i8wPILgYa18fNSVX15A8Dyi+T0iWeyt2xERERERERERFnEkIysJQyhNGnsnzDk0k5VGCvHiIiIiIiIiKiwMCQja3b6jLXtALxBYKIXGDqa/WUiIiIiIiIiInIZQzKypg3JDBv7A/CXAMt2yGmjWS5TVZexkT8RERERERER5RlDMrIWCdu7njrk8qTdIZdERERERERERIWDIRlZs+pJ5gvGTy+/CPD4gLHTwMipFPfJEI2IiIiIiIiICgtDMjLmL5PfJdX2rh8oA9rOl9OnDIZc6jEoIyIiIiIiIqICwpCMjLVsBmpWAI3n2b/NCnXI5TO6CxiIEREREREREVFhY0hGxnxBoHYl4AvEzzNr3K9qvxhQPMDwCWD0tMUV9aEZQzQiIiIiIiIiyi+GZOSekiqgZaucPv5kiiszGCMiIiIiIiKiwrFoQrLdu3ejs7MTO3fuzPeiLF6pKsmA+CyXx5/I7rIQEREREREREblo0YRkt956K7q6urBnz558L8rStuISAArQfzA+y6W+SX80CkRCOV80IiIiIiIiIiIziyYkowJRWgs0b5LTB/7D+DqDR4CBN+N/c6ZLIiIiIiIiIsozhmTkPnXIZddDxpdPD+duWYiIiIiIiIiIbGBIRunzeI3PXxELybpfAMZ7crc8RERERERERERpYkhG6SmpBgIVxpeVNwBNnQCi5kMutaaHXF00IiIiIiIiIiKnGJJRemrarS9vv1h+HzAZcqk1eDTz5SEiIiIiIiIiygBDMsqOlZfJ7xPPAFOsFCMiIiIiIiKiwsaQjNLjDVhfXtkC1K0GomHgyKO5WSYiIiIiIiIiojQxJCNnWjYDDeuBQHnq66oN/A/9JrvLRERERERERESUIYZk5ExpLVDZbO+66pDLk88CcxP2bhOaA4ZPAvMz6S0fEREREREREVEaGJJR+ipShGU17UDDBiAyD3Tvsb5uJCy/Bw4BI6eA3n3uLCMRERERERERkQ0MySh9pTXA8gutr9P5Tvl98hnr682Myu/pEfk9P53JkhERERERERERObJoQrLdu3ejs7MTO3fuzPeiLC2+EuvLN8ZCsrOv2Au+FCXzZSIiIiIiIiIicmjRhGS33norurq6sGdPimF95K5UoVawEqhoAcJzwJmXzK8Xjap36NqiERERERERERHZtWhCMsqjhvVA3WrAF0y+bPQ00KFp4G8qFpKxkoyIiIiIiIiI8oAhGWWushmoXgYoXuPLV1wqv0/vAUKzKe6MIRkRERERERER5R5DMnKPxyQka1gPlDcCoRng7KvG14mykoyIiIiIiIiI8ochGblHMXk7KQqw4hI5bTbLZSQERCLZWS4iIiIiIiIiohQYklFurIwNuex+EQjPJ18+eAQ48zIMh1uO9wIDb2qa+xMRERERERERuYshGbnHaqhk40agpAaYnwR6Xje+TmjG+D4GDgPjPcDkgCuLSURERERERESkx5CMXGQRknm8qYdcprqPiEEFGhERERERERGRCxiSkXvK6q0vX3mZ/D71PBAJG1/HqhqNwy2JiIiIiIiIKEsYkpF7KluA+jXml7dsBoKVwOwY0Ls/d8tFRERERERERJQCQzJyj6IAla3ml3t8QPvFctpyyKWZIqski0ZZ/UZERERERERUJBiSkbsUBahfa375wpDL54BoJPlyq1Cp2AKnnteB7hfMh5YSERERERERUcFgSEbuC5SbX9a6HfCXAdNDi3/I5cwYEJ4HZkbzvSRERERERERElAJDMsotrx/ouFxOd/3S4ApW1WJFVkmmKrYKOCIiIiIiIqIlaNGEZLt370ZnZyd27tyZ70UhqxkqAaDzZgAK0P08MHIq8bLFNNxSFeVwSyIiIiIiIqJCt2hCsltvvRVdXV3Ys2dPvheFUqlpjzfw3/dz3YVFGoRZMeq9RkREREREREQFZdGEZFRIUlSSAcCWW+T3sf8CJvvj51tWixVpgMbG/UREREREREQFjyEZ5UfjeUDLFhmK2PULzQWLcbglK8mIiIiIiIiICh1DMnJfqp5kqs2xarLD/ykzQQKZBWGz48DUUPq3zxb2JCMiIiIiIiIqeAzJKH/aLgBqVwGhGeDQr+U8y6qrFAHa2b1A735gfsatJXQHh1sSERERERERFTyGZJQFNivJFCVeTXbgP9wLt8Kz7tyPWzjckoiIiIiIiKjgMSSj/Oq4HKhoBmbHgCOPWl/X7lDMQutdFgnlewmIiIiIiIiIKAWGZOQ+uz3JAMDjBTa9R07vf3BxBkqL8X8iIiIiIiIiWmQYklH+rb0KKKkBJvuA40/Fz58ZS7MqrAAqybTLzZCMiIiIiIiIqOAxJKMscFBJBgC+ILDxnXJ630/jAdO512TGSlWhDaO0i437iYiIiIiIiAoeQzIqDBtuAHylwMhJ4MxL8fNnRjRXKtKeZIW2PERERERERESUhCEZuc9JTzJVsALY8HY5/ca/a+/M/DbTI8C514G5SeePl20MxoiIiIiIiIiKCkMyKhydNwEeH9DXJT96+uCp5w1gZhToO5Cb5SMiIiIiIiKiRYshGWVBGpVkAFBWD6x5m5x+46f2bxeaLfDKrUJeNiIiIiIiIiICGJJRodn0bgAKcPpFYPikbuimSdiUzvBOIiIiIiIiIiINhmTkvkxCq+rlwIpL5PT+nyVeZrdarCCqyjTLUBDLQ0RERERERERWGJJR4dn8Hvl97Alg7KyNGyiJQVT/QWByMCuLlp5oYU4uQEREREREREQLGJJRFmQ4/LFxA9CyFYiGgVf+SXOB3UqyiHHj/3wJzwNnXrEZ+BERERERERFRPiyakGz37t3o7OzEzp07870o5IbNt8jvN34GzIzJaafDFsPzwNRQ4Qx3HDya7yUgIiIiIiIiIhOLJiS79dZb0dXVhT179uR7UchpT7KK5uTz2s4H6tYAoWng4K9iZ1o17je4rOd1oHc/MNrtbHncYBXMhUMS4BERERERERFRwVg0IRkVEochmVGopijx3mQH/wOYnwFCs87ud25Kfk/2O7tdtp16Djj1PBAJ53tJiIiIiIiIiCiGIRm5z+PS22rlZUBlKzA7Dhx5RJrfj552577zRVthFp7L33IQERERERERUQKGZJQdXn/m9+HxAptultP7HwQiIWDouMEVM5goYH4GmOjPQt8yk/srlP5oRERERERERJSAIRlliZPgyuK6a68GSmpkyOTxJ+PnD59MvJ5l+GRx/6f3AP0HgfEe+TtroRkRERERERERFTKGZJQdiktvLW8A6LxJTu/7KRCNyOmRU5rHyqCSTDUzKr/V0CzTPmZzEyYXMHwjIiIiIiIiKkQMySg7nARXXp/15RveDvhLJRg781Ly5aFZYHrI2fKlMjOW2e179hmfzwo1IiIiIiIiooLEkIyyxEZI1rAOKKsHqtutrxeoADbcIKff+KnxdfoPOVu8VNyoTiMiIiIiIiKiosGQjLLDKGTyBYFAefzv8kaguVMa9Key8SbA4wP6uoCTz7m3nHbMTki1mhsiIXfuh4iIiIiIiIhcxZCMssMoJGu/CKhsTe/+yuqANVfJ6WfuS3uxFsxNAt0vpr7e/DRw9lV717Xj9B537qcYzU0BA0dkcgQiIiIiIiKiAsOQjLLEZLhiQnjmcEjj5nfLbQ7/Fhg+keZyxQwctlcdNjeZ2eNYWWr9yXpeB8bPAX37870kREREREREREkYklF2VDSZXJBBr6+qZUDH5XJ638/s386oqs12QKW57fQwMHxy6YVbbgnPy++5qfwuBxEREREREZEBhmSUHZWtQMtmwF+WeL5i8pYrq7d3v5vfI7+PPwFM9KW/fOno2SczbE4OuHSHWQzbwvMM84iIiIiIiIgcYEhG2aEoQGltclN+bVWX9nRzp0X1mUZTJ7DqD4FoBNj/YPrLZzdAMqpCC6cYppnvcGp+Gjj1PHBub36XY6kLzQEDb8rED0RERERERFTwGJJRjlkMt/T4Ut+8pAq49JNy+s1HgJlR54swMwbMpxjyZxSOxS90/phGshWmqZVuDGfya+AwMN4jEz8QERERERFRwWNIRrllGT7ZEAnLTJf1a6Wi6+Cv7N1uZkxuG4lIA/lMpPof8l1JRoUhVRBLREREREREBYUhGeWPPmwy61emNT0sM05uvkX+PvgrGV5oZXYCOPca0HcA6N1XQCFWoSwHERERERERETEkoyzTBUFWVVh2QjLViktkcoDZcRl2acf0sPnwzKTlymS4pc3wq2DCOpdEo0D/IWD0dL6XpDAstteXiIiIiIhokWNIRjnmUkjm8cZnuuz6hczmmCuphltO9udmOQrN9LDMODp03N71tSHS4FGgt4vBEhEREREREeUNQzLKrqrl8rusTn5bBWFO+5WteZvMoDnZDxx/Mr3lS8VwmVIs58Cb9u57vMfx4tiSad+3dEXC9q/b2wWc3hO/zdhZYGpQKgOJiIiIiIiI8oAhGWVXRSOw/EKgqVP+tgzJHL4dvQGg8yY5ve+nQDSS3jI65VYINdHrzv0UitCM/etODQKhWWB6RHdBFirJolGg/7AEcUREREREREQmGJJR9vlL48FSsAIobwSq2pKv5zQkA4D1bwf8ZcBoN9C9J7PlTFgWNQhLo5JsKRo9AwyfyPdSGJselkBy8Gi+l4SIiIiIiIgKGEMyyr2m84D6NcnnpxOSBcqBDTfI6X3/npueVvkazljIhm32ITOS7SGWkVB275+Iis/sBNDzBod4ExEREVGCRROS7d69G52dndi5c2e+F4XS5S+Ln25Yb/92nTcBHj/QfxA49rjri2VqvBcYOJI6mNP+X8UuHHLWe8yOs3vdvb8kBRZqjp2VnXO3n0cisq/ndRnufe71fC8JERERERWQRROS3Xrrrejq6sKePS4OuaPcClYATRuB1m3ObldaC6y/Xk4/fS/w7N8D89MZLoyNYGXgMDB+TvprWWk7395DjnQDp54H5qbsXT/XImHg1HOyjFlTYIFWNgwelZ3z8XP5XhKipUsNqXPVy5KIiIiIisKiCclokShvAEqqnN/uwj8HNt8CQAHefAT4j08C/Yec3Ye2Iiw0C0wOwFYj+fC89eVWwzPPvCIVaYD09ArPA0PHUj9mrkwNxUKdYWA+Ft65uVOZi6GrhTo8lpVkREREREREBYUhGS0OXj+wYxdw3VdkYoDxc8Bvbgdee8B+GKENySZ6gb4DwKRBldjcBDDR78piY25SKtK0j10olQ3heaB3f2x44D7dMuag99uix+eQiIiIiIiokDAko8WlZStw47eBjiskbNr7L8B/fh4Y70nv/qYGks8b6Zb+ZwtShB12Kpm0wVg0RxVG0SgweloaWBsJzVrfNhv6D8Yq+IiIiIiIiIhyiyEZLT7BCuCK24HLPy1N8/u6gP/4BHD0Metwp/eN5PNSDaW0K1VQlo9KsrEzwNBx4OyrxpcnzQoZNTntotCsVPC5SvPcswKOiIiIiIiITDAko8VJUYA1bwXe+W2gqVMa+T/9d8CT9xhXTs1NAjNj6T2WreAlVTVZloYyWt3X3GSK2+rCumIdbqkwJCMiIiIiIqLUGJLR4lbRDFz3NeD8PwUUL3DiKeCh24BzrydeTymgj0Kh9CSzrCQrVrn8HxbD80VERERERLR0FFAyQKTh9Sf+XdVm/7altYl/e7zA1vcDN3xd7mdqAHjkC8BLP9QMp8xzoKGtcHJz1kPLyqkU1W365YjmYLilauRUdu/fLeGQzEY6O+78toU6u+XkgMxoyqo7IiIiKhaTA8DcVL6XgogWAYZkVJjK6oDq5UDjecDKy4DKVvu3Nev/1bAeeMe3gHXXAYgC+38OPPxpacSfUSBg47bjvcDBh4HH7gL+9X3Ac9/RhSTakCyUYYCi/f+zNHQz1fOVacAyfBKYn3F+u0jE+rHHzrjXZw4Ahk8Ao2eAs3ud33bsrEycMPBmYQVSfQdk2SZdmsGVyKm5SQlq3fysEhHR4jU9LNsvZ17O95IQ0SLgy/cCEJmqWxU/7Wg4pEWFlL8UuPQTwPILgWe/LVVAv/pL4OKPAWuvsTcTpR3heZkw4PRLwK8/DQwcSrz88G/laNdbPgV4DD6Gp54HVl7q3vI4ZRTSJQwDLaBQRxUJA6eeA3ylwPIdxtcZPikbUjUrgfkpZxWKRuZT9HVLZei4/A5WAZXNmd2X28Jz+V4CWqrOvCK/Q7NAc2d+l4WIiAqf2UztRERpYEhGxcHtnmErLgEaNgDP3AecfQV49u+Bk88Cl/1l8nDNVNQqoLGzwJuPAq89IJVFoen4dRSPVMUtvxAIVAAv/m/gxJNSNXbF7cmVRNGIhBS+oPnjhkOAN8VH2KpCSRvAjZ2Tx6xeJsHh2FmgvCl5mezcr3q5nYCvd3/q69g1OyaPO5+i1H5mDOiJzWTqL3X+emdDhBUzlCXjvUCgXGb9LTapJhchIiIiInIZQzIqDtlorF9WB1x9J3DwV8DL/wiceUma+l/6l0D7RalvHwkD/QeBrl8Ap14Aet9IvLykBli2Azj//ydhTECzk1rWADz+VeDUs/L7T/4d8AYSq3fmp81DsvFeYOAwUNsB1LQ7+7+NDB6R3+WNMnwQACZ6E69T6JVk6ZifAUrzvRBA6tlPC1hoFjj3GlDZAtSsyPfSkNbUkKwnAGDVW/K7LERERERERYAhGRUHRyGZgwBH8QAb3wks2wk8/hXpMfX7u4H1bwd2fhjwlSRef3pYhgKdeUkq0BIqHRQJxRo3AMsuBOrXyP2vegtw4unE6qv2i4C33QH81/8LnN4D/Psu4C23Jz6WWT8e7Y7v8IkUIZnTxv0W19eGZMMngKaNuvtyu7H/IgniFruRbgnKhk8yJCs0rMQiIiIiInKEIRkVB49LPcnM1HUAf/R3wCv/JJVhh38jQ/Le8ikJt868JP3FBt9MvF2wEuh4C7DpZmDN24DyBuD4U/Yec9kFwFVfklDu2OPA9Ajw1r8B/CXmt5mbcjZEUQ3mpodlxsj6tTL0Kh3akGxyIL37WHSKuALMDdEoMNGT76UgIiIiIiJyBUMyWhpKqqQXlZloFPD6gZ0fkSqwp78JjJ0Gfv2p5OvWrZHeYssulBkz61fLUMmZUQnJnGjdBlx9F/D7LwPn9gK/+xJw9ZcAfxkMK6nmp5PPS/5nks/q2Se/+w7IspuxmlUzYbhlCpEw4PHav77h47lUSWZ5PwVSrZavCRoyNdFXWDNzkrvmZ4CZEelP6OhABRERERFRcWJIRsUnWAnMjju7ja8EgEVIpg1L2rYD7/wO8Px3pJm/vwxou0CGUi7bIb3MEm4aBQZiFWbpNIFv3gz88QPAv30A6NsPPPpFCc6Mwgc7YUrUYthjaNb6vqIWIZmTQGngMNCy2f71M328pJtGZVKE0EyGy5AjkbD9yQ5yxsayOP0cFoKZUQn3ajskGCdzZ16WcDw0C9SuzPfSEFGhCIfk+yrTg2FEREQFiCEZFZ/6tcDISenNZZeSYkNO3/+rpAq48n/IDnWgHPBYfFQm++OntSGUljcYD2yaNyUPmVy2A7j+fwL/+Xmg/xDwyN8A7/u/shFaWiezWJpV7AwdBypbZZhmOCT9wlRJt0k1K6VFtZiTSrLpYfmdSUXZ2FkJN9OdmOD0Hnn8qrb0bp9LwyfkOWvdmu8l0chThVg0KuFboCI71UvnXo8/TuN69+9/MVE/8zMjABiSERGASAQ49Zyc7ri8wA7u0JLlZBuViCgFjp+g4rFshwRMwQrA47ACJN2d7ZJq64AMSBwCqc4SqVe/BgiUyfDMsjqD4Cgq4d+1XwGCVXI/P/4ToPtFCXumR6SqTT/jJACMngZ698lOv7rhaiUSkTDNiGVIZrOpv2q8R5Z5PM2eVeM9Eh7N26wG0y5fNBofOjo9kt7jp8tqyKqVmVEOXQSkd9651+KTU2TL/FR275+IaDEKaw4G8juLCkHfAdl2ICJyCUMyKh6BsvhQR6sjl0aXpaoky7ayOgn5KpuNL49GAUSButXA9X8rwzaHjgK//bxUqvUdkCDKrGH+/LQMIdMLzyU/zuk9EqYZBVuRNCrJ5kzCBnUI6sCbxpfbpf8f7Di9J7PHtEv/XpselmBw+GTi+eFQfBZIK6kuT1c0KmGhowAvT9UBo6flt7ZCc6mbn87ee4OIlrZIBBg44qw6n6iQcDIpInIZQzIqTorDt26qarBCUrMCuO5vgbJ6YPQU8NvP2QsMwgY70edeA0K6kEkNnYwqafq6zO/fLCTLdkVOxKTqzYrdYM3to+CDx+T3yKnE+x58U6ri1KF+ZtIJBO0YPS2ztfbuy8792xUJS1hoawIKAiAB6+mXpKqUiMhtY2eA8XOpZ86ORKQNQsL6m5VklEeTg8DQsXwvBREtQgzJqDg57YFRaM1lk0K+aGKoUr1MgrLyRtmAffh240oxLX1fNdXMiMkyOHxOzB4/28Mt0h2+WEjUHm0pJxLI0nOpDtO1muE1F4ZPyM+Zl/O7HMUkxECRiLLIbpXq6Clg8GjqMI0oV/q6gNEz+V6KxScSWRzb3kQZYEhGxamy1eJCo+GWBfZW11e2qcMttapapZl/RQsw0QP89rPA2Dnz+3Q6PM21JqdZDsksZ9x0QXheqnQGj2bvMexubNgNHCNhCd7sXj/ffWMiYRmCOn7O2fKYBb9LimZ9lu/XUc+st6Gb9JWwbmPT8cUpNAvMTeZ7KYrbSHfiREDqwR6tQlsnEVHmTu+R1iEMymgJK7DkgMgmfymw8lL71893TzI9fWVbJGS8sVnRJD3KqpZJCPafn4v3bLJrbsL4fLdCslQbyZnuhGa8nCmWb+ys7FCNnc3wcdxgc4ejdx/Qsw8Y7c7u4rhl+ETyEFQ7Tj0vVWezJu9hp/SPHwkX10ag48+CSzuwRq/b5KD0Nhw67s5jGAnNAN0vsN/MYhWaA/oPZ6fCtftF4Mwr7OVnh9F3dDQaW293S6XORL/J+pshGVFRseo9rFJbf+T7QEN4XkaxFNN2Gi0aDMmoeDkZQun1y49eoNy95XHCV5r4d98B8+uWN0hQVr0CmBqUHmVGs/iYVd2YlaJnUqHlC2rvyPq6mVbxZfNI9URvYc2IFI3aq85RdyrHDWY7zafZcWfn2zE3Jb313DCm+SxEw3Kk9OSzxVMNkc3lDM9LGGVnAxqI94FxGtqnQz8RRrEJzeWm6q7YDB2TdbBbn28jnMU2Pdp1zdAxoP9g9npmEtk1OwGc3Zv7WcsXi/C8HNyy2udIkOdto959QP+hxIpWohxhSEbFraze3vUUD7D8IqB1W+L5+do5rlsNlNbYv35pLXD914DaDukx9tvPZd6s1O7OsBFt4JjyOcx0OFNUhpmqlV4TfcYTEqRDf5Ss74DDpvIuD9Xq3S8bMLb/twILd/oPZed+3ap61G5Ya2dldW3ocRYkVHk4fb0dvD/PvS7v/9ECCo1zIsvDLcMhqYY79Vx2H6cYMcAqYAbrGqMDccVygIEWh979ctCt5418L0nxCYfkoEQ0UjzV2eooAs52TnnAkIyKW+N5yeeVVCWfpyiAx5NcfZavnWNfAGjZ4qySraQauParQP1aYHYM+M//AQweSX8ZUjaRt5CwYWyykRyalaM/J58Fnr4PePbbwH9+Hvjdl2QojN3nPhKW/3PwqGyk9x+SSqph3TAvNzbWJwfkiLkb0pmVUzU1mNljz0/LMMWFyRZytCNj+hoUyo6Ug+WwU/mTSdBsl/Y5zeYOqRpYTGb43qNEDILyjD3nHIuEgYE3870URMlYzZie0Fz22yNkU6G1zKElwZf6KkQFzGOQ81a2xob4KcDA4diZiu53TLpDDssb3DkS47RfV0kVcO3/K0FT/yHgP78AXHOXcViYTXOTEsAEK6WnzOkXpdJr7Kw0Zx87C0xZPD9nXgZqVgCb3wOs+sPkiQy0tPejPZKdFEK5FCAUQg8bowBxol+CQe1rrQ9Npobk92i3VEr1H5K+drYeM7p0+z7on8fJAamqql4O1K0yvo064UNpDdC8KeuLCCD2ng/Yu+70sItDFAol5CxGfO5smRoCyurcua9chNeL2Wi3g8oNvr+JCl6mB17zrdAmX6MlgSEZLT6KAlS2JDb7VsMofSiVbiVZoMKlcuU0jnIHKoBrvgz87k6Z/vqRLwJX35m9HfXwnAx3HD+r+R0Lw1JtSAfKgarlQOtWCcIqW2XH/fBvpBfY038HvPp/gc53AeuuA/wlyfehHRaXEIxlqUKgEL6M56fl+alsjQ9tVSvcEirdNDsokYgMRQCM+++l0vMGMDPq8EYuza45PSw7ybUmgVTW6ZZPnel09LR5SDY5IOsPNZjMGs2ynXkZWHaBcQVqJAL07QeCVUDtSpnYIR12P1ZuzAoZCTvrLZkN2Zrdsv+QrPPKG7Jz/4tN735g1VtcujPNZ4azlzo376DKnMMtKZcUhe+5dDhZDxbi88v1OOUBQzJavBJ2vkwqyXwl+Z+9JR3+MuDqu4Hf3w30vA787g5g8y3yP0fCsvMeCcVOh2UHOhKKn46aXaa77cxILAy0+NIMVEooWdUmP5Wtsd9tUmnmCwIrLgaOPxW/zdb3AYd+A3T9UoK2Pd8HXv834Lx3yE9JtfFjGVX+zY5LyOIzCNgA51/4ZiHZ2Dl5Xmrand1fOsbPye+ZMaBlc+Jl2mA3YSie5nx97xg7z4HjgCyFcAiYGwdKalJfVw10vDarpApCDjYkB48mr59GzwCN65OvOzUoPdemRyQkKwQjpwB/OVBu0Dty7Kz8f43nARWNuV+2bBo+ER/q7FZ1VK5EIkBkXjc5S5Zka8enEHfyiIgoPYVw8JqWHIZktHhpV6rqxrh+WF/9GqkWcVoN4tbGfSb34y8BrvoS8F9fAc6+Auz9F3eWyfCxyhMDMPX05ndLSOV0hrtABbDlvUDnTcCRx4D9P5dg6LUHgH0/B9ZdC2y6OXmooLZPlPrcnd0rv4OVaf97CYxek2g03v+tosl4BzIbs/zNjFhfHglJEFG1DJa94RL+npOeeIDcdqJfKv1SGTwKzE0ATZsAr42vjt43pJqzbrX5siUtawZ98uww23lOOr8AdrLnp+OTVSQw+x90VbH6I+79h2UCkFSBlFtDbqdH4rNSGlUIqdV6/QdTL1MxHESeHJQq24YNwEh3/PxiG8J87lWp3m07HwhWZOcxpoYkRNT3/YtGXfpu1X5GiuHNU2ActaEogHVlsYhG5YBesMredyglYwCefYX4HGuLHtSD+emMmCBygGtpWry0jR7Vlb7XBzSsizel9QZkpyZvM49luAHvCwJv+xtg389kh9rjlSBQ8Uq/NsUn5yne2GXe+GUL1/Mm/1ZPByslEAtWGe+8BCvjO8JmwnPmvZG8AWDD2yUUO/UcsO+nEkYd/A/g0K+BVVcAm94TH/KmHW45OSA9oVRuNcg2OmKlrcyKRmQHPxpJfE6y0RDVztGz4ZMSfJlVuKlhhKrnDWD5jvhtAWDsTPLtho7Ja6/+j2pgc+o5YPmFgL/UernU4c5Dx9ytGBnplp330lr37jPVjp7Rznu2NyQdhyu65VG8UjGqmuiVn1SBVGjWnf5QRjPhFaQM3puhOWDgkBww6Dsg5+lnHda+jq6FQFmkDm+fGsheSKYOC9dz6/kp5Nlqi4GTg4ZzUwAU41YJlGi0W75zg5VA2/Z8L03x0Q8DLsQwp2AV+PdOKtpt4ZPPyu+Vl+a/XQMtagzJaPFKCBg0X6YJw7+UNMt4Tb5wqpfJcChVtnYytLwBYNsHsv84Rk7vsbehoq2sMOLxAh2XAysvA3peA974KXBuL3DscflZdqEMJ9XvRGmrpBQPAINgwWl1ktH7of9A/HQ0Eg+MnMxOmg67783ZMfPXQf//G4WJZred7Ddu/N/XBSzbYW/ZrO7fqamheODqWv8iA9rlnR6Wnfr6tTKsOH6l+Mn56dShISBDWsfOSu+1lDuVdqveDITnM5tddeh45iFZoYdBbhg+Hh/iqorowsFMXod8Kuagyc7sy+O9Uv3btBEIlOVksRalvi75nc318WIQjUrlNiDV9+Tc3ETi3wzJsqQAn1ejbeH5KfdGkBAZYEhGi4t2x87jkb8jIfN+Ver1nKpokp11qx2J5TtT91hyuw9Urrm9kaIoQOt2+Rk8IhVyJ58BzrwkP40bJCxrvzj5S9PNngX6MG5mLH5aG8xleyPNUTWOybJEQsmXDR2LDYNMdZex97d+tri5qewMI0v1fGZrOKbV4/YdkMsH3kwMybS3Of2SvZ3Ec6/L7/B84hDXcEh2AEqq4+8702Wy8Z7rP5T6OtGohHuGAUE0+bqO2QzJiiVMM6pyMvx86q4zq1l3FEMlmSovO6BuPaa2V6PJfaozXw8esTfc3PZDxz5XimIvOC806b7uxfTezoeeNxjqZIrP3xIWW7foh+gTZdGi6YS3e/dudHZ2YufOnfleFMqnps7Ev5s3Aa3bEjfezE4DQHmjDDFbdoH143j9wIpLrGcu85c4C+DqVluHeUtN/VrgDz8LvOsfgPXXAx6/7Pz/11eAX34cePNR3U6qSxvoM2MypFCtDuntSrxcO1QoF9UWdmYaUxTzZTGqZBnVDa8066emBo9G93HyWZdmeHXC5ms8OSgTLSSxGTxp/99Mwioz+j5xPa/LTtR4T+r71y9PaC75OtPD5o89PRIP/c68nPxeAORzpa2OMpTitdCuW/UhayGxE67Pz8j7XT902eg10n+n2PmMzIwCp1/OwUypBvoPGw+Zz8cOaTqPOTkInHwu8blzEuA76r9lw/Bx+VydfileOVQowiHgzCvJr7f2PZt2SJaFz3gkXETDtlNI54BoJMxgyBKfG9vMeu0aMTq//3DytnA+nHkp30uQG3NT/OwXgEUTkt16663o6urCnj178r0olC8eXxpHMnXX9/qlmb/VMDq1OszjkSBHvW5ZffLEAE6UVKdX1bbYVbUBl9wG3PJDafbvL5dQ59lvAT//iDT9n59yt5IsEpZALhqVWQPNONnBmp2QWRz1QwZSsXX9LE2Lrj6nZv+nPjzLViWB0/vt65IKkXRmrjUKndym/3/U5Zzsi59nZ0d/vAfofiE2BNXmc9TzhuzIT/TK30PHkkO7SEiup5qfkiHTCWFXivdbwv/o4L1p+PxnsULFzntrtDtxmLUqZZBoU88+eY7NenW5JRqVkESdTXZ2XN4HRmHOzEi8P1kh6+uS96v63M3PAGdf1Vwh9t6bHEx+n2eDNnRO1a8z1yZ6ZF1jGd4VUEh26jng1PNLs3okNCfBvHY9vOQ5qHBmwJDI6LvK7nMUjcr3xNRg6u+E4ZMmEw6lQXs/kXlZDjdD8/C8rAvtHIjOpZFuOdCi729KOcfhlrS0Od35Vmd3VHn9UnUWCUtfrUhYvoysKsy0tJMIuNGA0huQRvl2ldbKELKRU+kFCrlUWgtc8EFg83uBw78Fun4hX9ov/RDY+wDQskUqB1u2AHVrMn8+FU/qfkJWOwbhOdmBO7sXOPcaMBRr9u/xAW0XAB1vkWGjKfvhKIkbJulUNhndxk4IMzUk72UnlRnhUOIQMzOz4/Ic+7X/v9n/EPucpvq8zuged7JfqjNTvRe0z09o2vq6RrcBZMe8bg1QUiV/Tw/LBmP9WuPehFNDEr40rLd3//EL4ifVyqaRblmXqPQzW+rpq8e0E2CYLcvwCQlLazviQ8osaatTIgBir8HkgHnwOzsen602Z9IM4Eyr46zuz+bMpIC8RkPHpM+lnaHRdsxPxdbzk/IaWq2/5qdlQz2nvaZc2LEd1+2gRaMyk2b/IflcdFyuu8ESGiJoZz1eSJVk6rLMTQClNfZvc26vVJ63bHZ/mZxQtwvToR6cK/aWHG6ZmzJoI8AgzJbZifhBsQRR2V5LmmnVKoy0eM7np+MBvHY/KR0T/YmV29Mj8SHybhk4LNth4z1A+0Xu3ncm1L67Y2elaIPyhiEZFT+1WX5aOxIOZ6xrWGt8vroh5PE662+inURAcSEka9kslQJ2eQMSgpgNt8uF0hoJo2ZtVlgFyoDN7wY23ggc+y9g38+BsdPA6RflB5BeME2dseBsiwQVTjdWFU/qo1banY5IWIKwc3slFOvtSm7iXVIjFRrqsnr8MlNkx1uA5RcZN3NXFLnPhccxCO6shluaUWcIsjLRCzSud1Yx17vPXmNiNQxZeVnq60YjsaN9Fju0M6Pxnl+qkW75UWdBMj0KatXDyGYoOTshwybVnXC1WqevC2jZqnttlXjly+ARk7s3ec61y6d4jF93xeP+MDIg/hnVh1zzM9YTEWiXse+A7kLNazputCHvsvFe+QwuPLzm8cPzEuJF5iWUX2gKbPS+y+IO2vRw/Chy2t9tKejf54XQUyrT6g+z4FKtonB6/5OD8l4pq3N5Nt1ClmFIFo0C/QflO7i2w7Wlsm12PL6eyud7eviEfPe0bosfOCERiQDj5+QzleogYXheDiYZtU9IVUmW7/VZoTA7KDV2Rg7kNW4wnqDJiNVzrm9TkcnzP2ewDTnRl/h3pt8XagCdiwpjKkoMyaj41a0GqpYDvhRN8m3J8ZEp7fBMNyrJtD3NalbEhglZbUi4uCNdsyK9HiwtW+R2dkMyldcPrLsWWHu17FD2dcXCqX1SLXHmZfkBAF8p0NwpgVnLFjk6k2porKIkh1xa0agc6Tm3V356Xk+uxiutk6neW7dLUFLeIP/riaeA409JuHfqOfnxBmWyh1Vvkdk8fcH4/aSsAMjScEuVk/t2OnNX2OYGyuk95lVXQHIVmdb8FBCosDnToMVR1LFzUnlpVqkVjcqPtkw+NCvLXm8SsJsFsaahZ1SG4ni8FtfJ8bDX03sMKo60waNLVSaTAxLo162Wz1FlK1BeH79M8SRO3hKJSIVfoExmMQQMjkZr/qfe/fH37/BJ6yoqs8+E1Y6B3c9RtoY5JlUE6HpRFftO5USve+vB0Gx85saxs0tn9sZMK8lmx+N9+PIRkhXKbLLqjN7DxyUoo7jR7vi2YqrPlVrtY4iVZBlRh4P3H0oRktmoJItGEw9SFsX3SaEvH+UbQzJaHJwEZAmVGBYrybrV2R8T7vUBjefJaY8XCFbHd5CClXIEyMlGq7Yvly8o1WlRi41GdYPSlS+zDDZYMqmiU2K94erXAhvfKYHSyEnp5dHzRiw0m0gOzZo2SmDWolaa6VaHHm9yL5SpIQnizr0mwdiUrim3v1zur3WbhGNVy5Of25oVwPY/Abb9NznafOIp+Rk/B5x8Wn58pVL+3fEW+1Uk82Y71jl8bdPZwTqtacSa6vb6BtPav7Whol4kbB00ah/XahkGj8jjlNXB9DmZ6DXuyaGW0OuZffbMgqXwvPQhs5LNCSXCIefDtmwvT4rXX61CO/ea/J4elvVk/Zr4ZepOVyQiM+MCFp8NJH48nAa8RoqhjxeQ/PmJRpD/NrUZ7vTOTSZ/ntINffThdSSyiHuG6t8HaYhG5PtxXtcaINc7ytrXLRpxp0I/E/nopxaNyroxUOHSweM0heaA3jeAihYZ8aGy045h4boW62Srz3Z4FpgPG7c6KDahOXkeyupy83my2h4ye87nJnXrjhwEmJlu57jZxzibBo/K57l1u8HQWMomPttEWtovgOpliSGZVTP/TFQ0xk/XrZIKKW9Ajux0v5Bc7WU2xAqQL1C1L1lJTeovgXw2Nw2UxatrKltk4zphdr80ebwSLNWtBjpvkudq+EQ8NOuLVYucfUV+AKnAU0Oz5i3S30nxSDl29wvxIZT6SjmPT4Z1tm6XYMzJsE5Fkde7bhVw/p/KUM3jTwInnpYG7sefkJ+nvwms+AMJzFq3y/vD6L6SZt7TyuB1jkbtz04YyrABasrKRt3OnHYHyGpnKFXz49590ifO40vdm6//INB2vvnlk/3G5yfMqmv9EADMgyg7vQOzFZJNDUnVY/VyZ7eLRuW2bvcUAeSzrO1Vo+6Yz9rs5TM3ZdKXJRWTz5RVIGd2G31lYk52hPTvkQKoysj0+yg8ZxCWuxTUFESImCk7z2+ar8H8jKwbtSJhl3bqHCyTrZmJcyg0k+K7OQsm+mRd6wvmt9fSaLesX9Xeiq6zeH3Vg2/Ld1q3AigGZ1+VdVvd6iw9j5D3TKDceD/HVk8ym2GaXbZun+FjFHylW4x60HWiN3uvPxliSEZLj7ZiSA2RPD7ZuLLqO2K1Y+wWjxeoXak5w2AlXtliPXvM8gtl49TWEUT1SyYPXxbVK2RGT0D+74Z17oRkeorHIDQ7KUc41Uqz2XHZEFFnRfMFgep2YOi4LrhRpGqldZsEVk0bE4e4pr2MSrwabseHgIFDsQqzp6WB79Hfy0+gAlhxSSww2xYP5LI5O0/PG7lrHuwk3NFuRPUfNmlMa5Od6ixVJCyBaXmj8eWOZzx0WElWCIx6GFpVjWhnH0y6XUQmDsikL4j2tulUjwwdk957Sctm8T+5ugOuIHGD36AaKpMN+khYXrOEdVU0zWo/C0PHpYdXwwbjXkMzY8l9ZYyu4/HZmNDEhNP1gN3nNRpGRpvMo2ckQNVOsFGI0n0fGE14ksl7ypXPVw5CsqmhWIPttfEwRvt9aTQrbiZmJ2T7xOhgmUo9UJPvXkvZ/g6zU/k7P1U4IVloVl6bimbr109PnYxrajDNkMTGOk490LTqLUgeXmmj0t52L1cXZbqO0BcRjJ6RXool1e60v3FdAYT+SwxDMlp6vD5prq944hvIy3bIkDxtPxsgPuSy2mDYXC6U1sT7e6hSVYd5vPEVvC/obLbLXLIK8fxlspOk/9/doHjiFVwb3ykbciOnEodnzo7FG6pXtkog1rZdqsyy3YRXUWQIbuN5wIUflmFkJ56SoWPTw8CRR+UnWCUN6TuukN4vgXLjL/ZMe7Q4CcgiYdlJnh6WDbrpYdmJmB6S34EyoHmzVOxVthkMjUqxUZ1w/dgGw0h3ZgFZOtKahlwxPu10uKWZQqia0NIuT6pKvlQ7c6nWvdrnKlUzZ8PHNwmZIyHznRknQ4b05mdk503/fWPGafA3dEz+18pWCSfDc8nvp6jNnZ/QnP0hW2p4OtFjPExcHSZrJjwb72uTTg8wdUZALf3/NT1isypcdzsnM/wmPN6wHHxTq9LLG+3P1OiG+Wn5Kauzt45Ie7ilUY/GLEwe4kQu1okLE7C8Kd9rkXDyBDJG0pn5cmZMPkMeH7DyEvPrufG8R6OyjgtUZjDMWLPeTpjNWbc+n5+RdbxhywSLdX/SbJcGUvWezaWefbLenxmVmdiLkdn6wfD7pdBp3lvTI4kjh9ovzu9QZSoIBbT2IMohtYJJ5QsAPoMdluplQFl9/o5E1a91HpJp1XZY76C6+UUWjcrzNTUkO2VWOxW1HcmvgVZJde4a8CoeWZ7aDpkxUw3Nxs4A9evsz/qTrWVr3iQ/Oz8qQ0WPxwKz2THg8G/lRxUol43aYKX04jA7HayM/V0h1WmpjmpGQrIRoQZfaug1PZQYhM2Mpt7JOva4/C6ti/eEU0OzVLfVvl+nBqWqMtMhnunK9kag453VPG+UqtVOoVl5bXI9xCi+ILHfBjtXVs+pUVB36nmgpj05pJscMJil086ixZbt9B753bJZAhRF0RWS6R4vEpZ1wehpWTdaBfVjZ+WIOCCBtdnnY3oosbLM7LnpfkGqk/2l5o+pl+6MnFmpiNV9LnreSK/6N93goWdfYuCXbtgWjRoPJ41EpB1AoFxmqQvPJ67P1WFndpvHp139Y7D+Sed/He+RIKGmQ3PXTtZtdoaGZUFoTr4jvTZ3rPu65HvPCTUETrVtlO57TGv4hKxvyhvik55kQg0TBw4nBv6RSHx92HF5YQ+By7QvoToUf3rYneXJhtHTQFlD/G91MqKUirGSTHNa//0/2ee8rUS2FUXwuLgwJCNKJZ+l2l5/fCioyklIpt+x8fhkI26hb05spevWhok6rPHks9bXq2m3vjw0nb8jgNrQrJB4vDJDZstW4OKPyWyaJ56SnVi12mtuUn4mHA5b9ZVqwrMKOR2a1YRfY7C90aN4pB9eWZ0EYWV1EoBVL5PqvJ43pHfN9FC87xoQnwm0aZNUm1UZVJppl2HgTRm2kI0hunY4rvTS7LgoJlVlQLxJr9MdnbxvQMUe/8zL7uykpb0YZke6o+aXzYzKkE8jI93yXtRyq8J1djw2xF/zHpibTK6MnJuQYTrqUEU1dJkZjQ1NjFVGRSKJ4aRVL0F9iNnzusyqa2RywHydHY3KQQX9QY+5Sed9PLWfi2w2yrcTrCc1rHZr6Fian9PefRLCtGxJrESbGYmv90uqZb1Y25H8es3ZnD063fWI0Wc+nWBx4E35bdX6wordSVjcNj+VumJWy8mwfPUAhNl7UD1QVd0uB3zdeK+OxYL2TNZ1RtuVs+OJr4t2pENWJlqIPVYkLO+t8gb5cWp6RF5fo89WzuTg/Tx0XLYHzR5X/96aGZMJrAK6CRJy0ZPMzcb9hRzOUt4wJCMqdMsvTGx6bRaSGc3iow+amjdJEHLiafnb7Iuopj0+hbmWvsG0mXR3ktVJCQLl2akqaN0mOxv53Il3g8crPfLUPnmRkPQqmRuX37Pjiadnx2UnSX96bhJAVELJ0LR503lANl5La+WnrD72WxOEqb+DVcnDSEprZAdOnXI8NCtDJdS+cGpopvZeAxIrzZq3SFChf++52evFKacbaGbvOf3G2bnX0quOy3cPs/FzsoGdb1Y9U9x6jtKeFSuaONud0YGAM68kn2fUz212PD6sa8UlsrNpt4rFSHg+Pvuv3mSfrCuql8e/Z6aGZFj89HDyhCZA/LlOa1IExAIWF0KydHbW+g4kz1Jq9vkNhyTULG80H57jxoynaqgy3pMYkmn/PzVgGj5hsiOvC5DUdU/SLKdpMBqCfu51qW5Lpxrb7mQxABZmcwxW6i9w/riFKFVI1rNPfo+dle/JQt6+0X8etd91oRlZp7gZWKjP2ehp2b6Z7JdtkYomqUTX6jsgy9fcmXw/avsN08+WEy4HMrMTss3lL3Xn4EJCcKnvXal7/UyH0Kdoe6C+xjNjMsyxbrXzViaDb8pr6fWn+Z6xuE0+DjqOnZPAMZciEfncpdsDdJFjSEZU6Lz+xN41Rl8Gy3YYD4fRhhXBCoMvIZOhSWZfEG0XmO9IaTVusNcvQm/ZDvmSqGiR5vVuqmiK/f+L8IiRxyc7TmW1zr7cI2E5Am4UpPmC8TCstE6eu3TDgWgUCc+7Lyh9AVu3yt+hWXm9e7tko6v/gEGlWa3M1FW3VoKzKt3sszmXyUaUVSWZzSqX8XPAyMl4bxt1mnDFIxvJijd2OvZbMTlv4bTmMn+p89e6EAIyQCogzIZJuLXzmO7nYOBw4uyk6mc1nQ38kGZHZrJfduKSNnQdvkfN+lfOTcnPZL+so8Oz8eBOX2W38NBR+XyOnpGDM3b6rzmdSMBWNY6N50ANLr0+6d9lVD1jtl7tPyDLMT0sw2eNJDRyz3DnS/udPj9jfWDDitlkEOkun9l7p/+Q/ZDMzmP3H5KDQtqeTmNn5b0WKE+sEopGZSc8NCPLV7XMwUQNsVBdf8BnelgCQTfaMEwNxT8XoVlZBxsGyrHnxegzkY0DR5m8R0Oz8vmpaLZ3fW313ZlXJLjSTm6RaX819X/Rhrgzo/JTWieVmGUN8tyqn/vQrEF/NAfr6OkRWR/Xr0m/ItKK9rMbmotPONW8SdbLmc6Cqf2M9HWlF6KbvYciYXmdg5VA03nxkK3ndRluC8hrZTlLtOa+ul+Q12r5Tuffo7muHpuflvdGZYvxY6tBrKksBHc9r8v2vt3v6CWGIRlRMdBWHBh9SXkDqVf4DUazt5lcNzwvZeVjZ4CmTgksyhutjzZoj8pVNMkGyNyE7BSqfUZS8ZfEd3BrV8mGTGUrXJkhqpAauGaNfpa8FDzeWJ8y/RF4t6VYJl8wPpR02x/HQzN1IoW+g7Jzcvg/Afyn3Ka0VirMalfKxlIkFPuZl/ev+ndYc37C36HY9TTXVS/3eOX9rw4frlsN1KxIfA9lMgzFzqxcWpMDctR0IPYz+Kb94VPp8PgkIC1vTP5d3iA7FSXVOdzItFnBCsh6YnpYdlASuFlJlub/rQ91FnYA07k/zfMxHls36iuWsnE0fPR04qQFZuvlSCjeG234uL0N8Omh+Gk7r5Xt4W0pKgZOPSenOy43v65pb7eR2G+rPkMGfbJmxuQ5Mnte1PA7PJ9YqacNaM++4iD4NZgkZeSMfI6175O+Lpv3p19eG5OZRMISDJXWGodB2tc8Ycc8KpXtJdXxIcfz0/EDg+rQwLlJWU+pQjOJVZiKF6hqtff/9Lwh97d8Z+KyqlVbwUpnffqM9O6XBuGADPdWlHhQoBU1CckiEQl5MlqGLtl+bFgrfw8dN5692C61Of3seHqNz8d7EkMyNw5sRMJyUElPrdqumQKqNAdWjNabTlbR6npJ249wasj8+naF5+V57dkn2z1VbXLAQtV/UH4PHcssJNNLaxZkk++eyQF5zkMzAM4zfoxTzztbvtBsrArR6efR6kVN47tzZlSqwepWG7/31f6Q0XDh9DtTt0XHz8mQWU5WkGAp7DUSFb9UR3KsKhtat8qXiGF/GLOhSREpKVdn9UxVBt26NfkLyhurbiqtSa9vVKBMhhGpzcDTCclKquNH8TMZipSuiqb4Rn0u6BuAF4ryRmcBhTY0A6QKoF8Nzd6Ih2YnngROZGWJJZzr3Rf/2+MDalYmBme1qzIvU5+fjp+eGZONFjUIGzgsp6cNNrA9PgnyvLEeNNGI7AxEI7IRlnSejctVkdgQMqtZQz0+CcvUHi/q6bJGoDwWqAWrXArSohII2DU/nbyjo5/N0Qn9jlrawy3195vB5CTa/89sOF82huDanUk24bFtvge0wbNby54qKNRWqoRmYfoeSbXjafX9YjT7qlpBUb1cZlrWmhmVoYrq0Dntc57Qty2DvoWTfTJ0TF2GTIVtvJcH3oxXvrVfZDAJgcn/M37OIISMPQ/Tw7qm25r/Ud+MW1vFaSU0F99umOiR4Wy1KxO3ccJzmYdkQOLBDtP3qqavltbA4fQrCQF5PtTJAOrXyHvLaUAWCcswxbI6eb+qB0OnBs2rTFOZ6JNtp/C8DL+0c4DVTDQaD1H11OB7alCqDFXhOQmmK5vjvRbTXeeffll6rSaEtWl+J85PA/2H5Xtj8Gjs+XVhqLQjNr9D1fdyaE5mNa1slW2lrC2jEn/c0Gzue0mHNDMzR8PWs5fOjBZOSKaaGgKmXpB9OatJ1ZYYhmRExSYSlmEdQ8fiO0dWPQisVnhGw318Qama0Z9vJZgiREv3i3Hh8dPcqGjdKtUM00PxDbZclliXN6YOybx+434ui0XjBnkeMqkE9Abi/cmAxNBssj8+wYXHB3j8EtB6ND/ayy2vG7ssNC3VL4PHgOFj8nt+Ehg6Kj9ala1A3ZrE8Mxu2fr8jARx2goxoyPeikc+k/Xr5Ch7w3oJ7FLNSuqEOrwoGpbqmMl+Gfo8ORD/rZ6eHo4FaT3Wk0R4/LHgrD4epJXVx3/KG2SSB/2QpqRli7jQ1ymaOjAxow2zolHz6o1IWHZk5qfiP3NTss6p7UiscgHifZecrpMiEXvr1FzNEGz42GYTVaRx+4w4eM1TPaf6fj/a6hCv3zxgsKrEGD0tgYC/THbWg5Xx8GrsbHKvUXVn3c7nwaqvlzacd+PIitlwSy1toNN3QMIDLaMwEbAOSdTnKlNj52TntXGDrOtV6jDy+al4D1AArrVtmOhNrMIfPS3vBS2zSrJMAjIACf9DeD69WRfHe2IzXg/rQrEM3lP9h+T95MYQ/mgk9XowisTnduioBKMTvVIJpg9XTz4n3/OVNoaUzk9JWwTLxzcZ+mxE+7+ceTlxPZD3yXu0YssycFjeG+M9QMdlcGVdY2T4uLz/Rs/IetRq+GB4XtY/2mHwmX6etb3ZEtatLsrF6zt2liGZBkMyomITrJThCjUrZUWfjqo2WRmqMzhWtsoGf0mV/anitVJ9wdvZgM6W6mXulp7bZTg7o4GWrXLUsqZdQgijJti2FUC/NX3oV1orz4Ob4aQ+NMuGutXAmqvkdDQqG8xDxxJ/pgYk1Bo/B5x8On7bkpp4YFa/BqhdDVQ0ysQFA28Cg7EKsdFu4x3zylYJwtRQrG5N9o+MKkpsZjGv7LRb9dwJz0vwPNkPTA4CU7Hfk/2ygTrZL0FSZD7+/Jg+ric26UO9VKCV1cfCNE24VpXG51ff7N6ocX8kLMNVQnOyjgrPyhHh+SlgThN2ISr/19wU8NIPZd05P5UciOkrV/RKa4H6tfJ61q+Vn6lB5+vHid7Cn40r415CsdcqEpHXRVu1M3DE+j2lNXQM8Fl8drS93SIh68A2Mg94NNVP2qGJHq/5Tr32uYiGk3d2zrwSrzr2BnQVVrrXeaRbvrft9Owc1ixPeM54mPfoGWD/z2W4X3mDzJCo/lS1Zq9NgdGyJHw+Nc+R0YyHvfvkedB/pi13JC0uU/sBldYavwdCM9mpgpkcSKxCVN9DCcPFLXqSZUK7Dhk+nvqAXjgU+57wxG9rFkA5CX6MaD9LU4PAoYel91b7xcCqP0xuum9K1w/V9Gqa98asprpvvCc+IYYqEpLwx05IBsSHnRuZnwFO75HTTRttzLxpo4I4m9TnaWbMevZi9XpqpaT63k31HZku9SCeauyseUg22q0LyAw4DaSc/F/6+x48atADz8DcRLzKMpXpYfm8VjTaXy5KwpCMqFgs2yErSfVLNJMNpvo18enCAfkyWbbDemdCz0kFVKYbd76ADNs0a9TsDeQ3iDOjPyJsJFAmDUyBzGf01G6UBisSN/ZyZcUfSIWX+lot7OAU+E69FUWRjfLKFmDlpfHzZ0ZlY37oWKzK7DgwdloCorOv2BsiWFYfC8PWSyBWv854ptpC4vVLY2ar5szh+VhgNiAh2tRg7O/Yb7UiLRqR01MDgFWbt2CVpiItFqb5grqASz09Jxut2tOKJxZ+Tcavm2mQY8bjl8+1P/YTnpMhP9PDskOk7hQBEqjWr5EJKepj4Vl5o/UO5uAR94Z8ZktCJVgan331O+PsK/Ej85Wt8hzZDcgA2SGxOrKv3cnv3W9ddRKel9c2PCehdTRFkLPwGOHE09qebio1oLDzPaYOKUpFW72rPfgyPwV0/QJ446fWPcjUHl7a4KymXfo3uRHaz00lDldPqCTTnDaqlJ+floOESUMe06i2GNO8nyLzJveh64uotoFwg9H7wXBGQZcqSSb65TOkjhgAUgdkwyfiM56X1csMkDNjKbYBM/zOHzgMHHgIOP5UfF09cBh49f9KWNb5LqkYslpX9h+S9WlKJs+tVcClNTMmleB1q1NfV7s+0H4u+w5I5drMmLz/S2uSX5dczFyaKmge75XXwSokM5sUzKzaVlHi39/ZZuc5HDkVq/DVrV/Gzsq6Rxti6+9Pff6mR+SAVt1q86r/2XH7oyymhuTHG0ic4RiQg0mDR+IHGxN6JzpYV08Px/thEkMyoqIRKEvcoCytkx2ldHeo9Q0a7fZWUgMptQrNTq+v2o7Mh0W0bJEj7trS95YtssFfWpe442klJ30bYnxBqczzeGXZU8l42TQbJM2bnTVAVasL3ZbpdOSFrKRahgxphw2FZqRiTBucDZ+QYCZQEQvCYoFYw7rkIXjFxOM13+D0+uPBoplIWDbKpjTB2UKwNhj/Cc/JjuTsWGJ1jKv/i1/Wid6gbPyrAZe/NDbNvE/+LosdpPDH1sf+0sTr+svkf/eVJDZ7n5+JDeE9IkeOh47IhvjMiAyb0c4aHKyKBWeairOK5vRmGVNDmemR2KxuI7HTmr/V2d5mx+P/b7BaKotLqmKn1Z+q+OXBCvOwThtAKkp8B9sudUdDG3CNn5OQJltSDcuKhIBze+U7qGlj4mVWOxXa/yE8H+9dY0a7o2g4A2Ua3xPRiOw4HXkUOPVsPOBRPNL7s+0CeQ+Mdsd+Tsv7d/R0bMf2ucT7K29MDM6ql8tpJ0N1wnMATEIy7ezYVgd7rJ4LsyqzSFj+72hE1s3a771o1Dj4UZTkPnvaIVaZMPwfNEFFzxvJB73s9lczojZ4t7suHTmV+PmdGpR1Rar/P61h1iHg5LMSjqnLCcgEUquukArCE08D3c/LT90aoPMmoOMt5kGEnWGpmQ5lW5ilcZ/19VRzk7GQyaB3pnpfyy5IniXe6Wc/HEocPmxLiudiMhbcWb0HjVq56Id/J/QxVGSmSre4UWndux9YfmHieYOxdhtl9fGgKmk7OyrrGO3EMo0bEi9XpdNqZeyMfDYaN8RnTx07E+8ju/Ky+HUj8wAchGSRsASg+u+3JYohGVGx8vrije1zqXWbbCA5KeOtaZcdBbtNn83o/9dAefyLqqJZvrxLamTH22zGxmyM6zcKAdXHUSc9qGlPvaNop7LFqqJOy6qywUhth7yuTmdeNH7w5LOWypEpX4lsvGg3itSgoqSm8IfJOdGwPv0h34C8J9TG/2aiUXlPakM0NUiLzEtI7w3GAi7tac1vb0AeIzQbG86mOV+9nZuVWb6grB+1n3d/iWx4ajc+Q7Oy3hg8IoHq4BEJWGfHZGjR2Vfj1w1UxCvN6tdKNU9o2iD80gdfBlUqVuan4s28U1E8EugFq+LhmfpTHQuzSqrlM+H1x/oB+mOvk+Zvo3VDNGxcWZvPiuFIKL5jqF/fW71/tL2ewk6rjwzWF3YqIdQQbKIXOPIYcPSxxO/f6nYZTr7mrfI51r/m0Yh8xtTAbLRb3s+j3fKemuyXH321bLBKE5y1S4jRdr7xwbykECuNKhmr4ZZGgUL/YXkegpWy/aCfVEgNgPTC88nDQd2qJDPaJNE+1sJsgBp2DrqlYncHfdigp1aq4WqAs8r4mTHgzf8EDv5a1vOADPXteIuEYCsvk/Vd82bgtX+TEO3of8l68+lvAi//I7Dhj4ANb0+vp5JZ+GQ2q22m5qbk/affHtWu39LpEacaOyuVt2dfcf4+tdpGtr39rIZkmvWiPqwbOBw/7fqkUylmNE4+M/ksOxXIRm0cQrPxGZMB456KoVnrZbSi9sLs7Yr1eUPi+ybTCvlMZm5fZBiSERWzfFTp+EvSG2qRlZ5Kmi+ZxvWxEmhFNnTVIyxJshCSldYAVZfJ63H8KZMr2emLYeMoob/MPCTzBeNflk7fGx6v9H7SHr1Nl9EOo9PQzkqgPLMj6dnSsiXx6KHK47V4P9pUVufONPJuyla/Ii11dt2SquRZANPlK4kPv1TVr4kfJc6YAlufd18wOVANz8lO6eCReHg2fEKG2p97Lb3qFTXMUgOs0trY6Zr479JqCeLmp2PhWixkmxnTBG7q32OywxONxAK5EcDGPrP58nljoVkgNrlGIFbZrMjBIG8gHq4FK+O9w9T1jOKR6ypK/Lf2NLR9lIwui13uK5HPmdoXr7Q2sVdMQqige33t7jy68RmOhq0DjtAM8Pj/lKqxHk3Vmr8U6LgCWHs10HhePLA32qlSPPHehMt2JF42MxoPztQQbaRbDlLNjgF9++VH9cj/ABo3Sm9QdWh57crk77t02gPo7yOhKkx32cxoPPQwOyBkdZBIW61u9nqr/Sv7D8qOsHbmX7PhaUY70W4Nq7MaOpVR5bqN9Zudg6LDJyXwOvZ4PEAuqZGwa8MN8Z6mjevjt6lZAVxyG3D+nwFv/hY48Cvpkbn3/wJv/ARYfSWw8Z3x0Q6phOcSD0hoZWvkgfqa6+9fuxyZTLwyeDQ2CVE6QW6qdZmTHm+a6+r77SYE8xb3OTMm6xa3Jyuyo7dL1lX6z666DV5SY3w7w+HSMZGQ9IB0w/y0BP3a7wPtuiPdooDwvHwHLJWD2yYYkhFRbpTWyQaRmzvW+jBGXaFbVblpvzRcG2KoGIRSaXw5pdoga1iX+HfTxsRKnvo1sanLW50/NiAb8plMmKW+trUdsWmuNQ3X3Qx0C2oWJw03q8R8JdIPSG1g7GbIqFVaGz9iXVZvv4oIKPy+WGY8XtnR0n52LPurOJTJ+8AbiA/FVYXnZYa0waPx8GyiR0KthZCrJjn4KqmW8wMV7m/shuclENEGabOaQC00E5vAYUx2fsNzcpvwvFQAJvSfCgOhcPaqNjIRrIxPLFGzQkKz0nqguk2e19I6eZ4znmnQhFHFTq9BH7FoVIKZI48CJ55KrIJo3SbB2IpLjPuOOg0C1LC1eVPi+fMz0pNxtBsYOR17z74p6xQ1OHvzEbmuNyBVQe0XSwhX2yHL7PSz42S4pf79pQ65TEvsOyg8L5/H/gNA30H5bVYB5C8FyhqlZ1B5Y6x/UGM8RCtviPcxdSucGTkVP7igD8wymVU7k3VcNAKcfknCsXN74+fXrZFwa9UViWGI2fdMSRWw5X1A583AyWeArl/K++3NR+Sn9Xyg853y/rL6rsrHLMAjp+R/1L/OZmFHOqwOJIbn5PtkflreH9qDeJazijqckEF7VcsDBOrkFFFZl/bG1he9XcBoLFwLVEhP2I4r5ICk1XeafhmHT0qY1LoNhtvmZtuUU4MSaC6/MHG4qDohka2JznRVp25NuBCNyNB9fXW19qBH7345KFGua+sxdta6396p52ND8f9gSQdlDMmIKDeCFbKxYqeHmZnSusSjzZmGEklNf1Nc16z82rBvjO5L106gUN5ovIFSvUyGV/kCicN8yhtkKIt69NEbTN5xcSKT57OqLd4IOFAmX67a+7MKR616Wxkq0JDMrckJgpXS50y7UZmtQMpfGt+pq2iKh2SltXJZaNY8OCvWoaPz0wafTxc3BJP6F2XI648Ps8R17t1vJrz++AQKRrThq5FIWBOczcmOasLf84mhmjZkC8/Fnt9obLhLNHY69pxHI7FVRERzmXo97WXQ3CYsOy/TQ7peeLGKo5GT5hNxKB75f8vq44Ga+lNaExuSWinfgf6yzD/L2sqjqUHg6O9lSOWYpil2RbMEY2uuSj0bWqr3akm1veF1/hLN+1Sjfo0MD+z6pQyxGnhTKhH1k5uoPRsb1sd/UlXgWg4NS/F/pROSTQ9LuK42lB98Mzlk8fjkfw5UytDByQGpBJ2flh1+daffiL8sNqNvm7xvksK0RmdV+aOn5b3nDUgVqq0m9jYYVf2lanI/PwUc+R1w4D/ik28oHqD9DyQcM2vCr/+8VLYkDpP1+qV6bNUfSkjZ9UsZ7nbuVfmpWi73v+Zt7o9oiEYl8EtHqsrljL9D1OApIqHIwGHpcTZwWPrRad+3pXXx2bjr1shpfR9MQP5fOyHPzGisyspiG8HjjR0AOhULxbrk95TBcD9/qXyG1AC0pEaG4Ha8RSaRSFqn6h5XrWIzm1Hc6DFV6na/0VB/O8P/56YSK8ecvK79h60vN3r8hIliQvK8VrUl9lGzUzUfjUh/wPo1cvsliCEZEeWO3ckBzFS3y5Fwj082djLdSa9o0XyZR82/OOrXSHXWiafl76RQx8ZyaEMif5lsMOp7Z/iCxtVt2hmTArreLoFy2fmKRsxL0d0enth+kXz5avuilNbqjv7qnhOrHcPyJtlpmrHZPymdSrKMqgbsPkYG70ej5dMewXOyY60o9p8jbWitfYySaukrpG8cnPA4BVJJtuwCZz16jN4Hrg4ddSEk8/jyU+HgllTDfDxewFMKtO+03+zabVbhfDQq68ypgdisYrHgTA3RpkdilXIj8lqrl6eieGQdroZmgcr46WCV5rJKzekq+e5UP2/heWlafuR3coBEfa/5grLjuPZqqdKy+/k0e68GK4CGDfLY+jYCTg5sRMLAxnfEv++iEZlRcuAwMD0oO8bn9spOsL4XX3mjZrKT9RLA2d2OsDMRQ6rlHjkZrxDrOyAVnHol1TKcVO05WL82Fu5pAoX5mXhgNtkfP71w3oB8B85PxRrlWwRpJTXxSVEqWhJPl9Ulv+79h+LhkFsVj0ZDKYeOGV93vEeCsSOPxgPeQDmw7jrgvD+yniUZSD6AUd6Y3EsOkO+9pk75meiVx3zzEQmPX/gu8OqPgPXXy2O6FRb2H8pi37I0ZyefGY3NDPpLCfAGDhtv/5XEhtiPnZX12pkh4Iwm8AuUxwMzNTyrbLX3/46elgBH/14Mz8vy9HVJ5WvvvuRlU7zyGWrqlACsqVOWs3efVMmefEbWu4d+LT9l9cDKy6UCsWF9fDtsfkZOa4fMRyMmIZlFlZvHK59Ho958YzZnP01XOn2cjYbPj52Vn1VvcX5/g0cZkhERFTyPB6hMsUHl9P60jbTVkEw/M91CP5uYQIUMD1H7AxmGI7qQQhsgNW2U6oSyOoNlSrFaLquXfjLqxASKItVkUYMyeHVHprTWeCNJUWQHTDsVvB2+IIBg4nkpA6IUlzdvkY0fO6wCCH+ZlOLrZ0ryl7oXFPqCxiFAJtVIyy5IPiKtvT+7w1Xr18jOkt3n0ixYVQM6y7DH5UqydGfBVbxphEq6z6erw8CVzBvML9+Z2PzXTSXVsnxWjYkzoSjGfZaM+DM8cGKXUXDcvNm8x5uixIKrCuveRtoZWheq0DS/Z4al6mZuXNYZ0Uh8plZn/0AsVKuQ7w7tDnRTpwRjHZen93yqz0vtyviOYElV4lCi6mWyk1W1TL57ho7FQzJtYKZWn2rXG8MnEmclVTxyf+pw/Bu/JZUWvfulcmLwsOxIj3THJwg4+Wz89oEK2YFf+G1yurJFlkN7fZ/FwbW5SQk91KGTAwcNPiOKPE8rLpVtkcaNEhzo71M9b+DN2PNSEpsBdLn56zA/BUwOmodoUwNyHbUPoFH/UI9flmshPGuNnY6dl5XesAaiUenPeeCh2Hdx7D22UNX1VvuV/GZtNbR/6wPbimZg50eA7f9NqiwPPCTVa/t+Cuz/uYQqnTfpZh10QH29szXMGrDXoy88J59FtUKs/5BxkOsNSMjVuF6C78YNcnBSUeQ9PnwiNhv3MdkOHjkpn4ee1xP7GvpK5P2/EJ6tNe8VNtEn9396T7xKbODN2IyLSLzPxo2xQGyTBF1G79PWbfJz8cdkXfvqv8h35NSgBIIHfimve8flwHnviD9+x+WJ9+P0AJbiNQ7IAPsHdnNJP4uo1pmX5fuCbGFIRkSkatwgGwzhucQjlUZH5BN2qg02uoNVujM01/GXmh8NL621PoqsKMY914w2/JftkB0qX4kc2dNbfpEM4UyXtoLHqNeNli+YfF7tStmQqWlPDIG8fut+Kak2crT/U1On7PAZzcLYskV2NBz3ZjHZycqkd4PRDkNalVpG/fEseEx6v6gBnVVFmtuVZJlW4mXCzb4biiezfj9Adoey1qyQYRemk4xkyFdiP4DLVq89QNaxaiWP4gWiuhC1RL+OToOdGVpV2uGbanCWdHo8HoKpl4WmAUQTm82X1ctQyrVXSXCViYX1qcV7rm617Ayrn5OEqiHN7ZbtkPeu/r1lVel56nn5vCwM1bxBzp+fkh32gcPxYZqTffLczE0ASKPKQq3kWwjUyiVYHD8X2xHWre/8pUDDeUDTebIj37hBbtO8SXb6jfiCElAB8ZDMDn8ZUFOWGCjqzU5ICDIe+5nokcqhoePy3ETmY5MqGHzfA5oqtNZ49VlprbwHImH5jIRD8jsSlgMPCz9h3W+T60RDMvRyRBMsLNsh4Vjb+c7X1frvM/3tGzbINoNRVZe/DNh4o0wCcPol4MAvJLw78aT8NG4Aalcj6XVXh2knnYf4+S//k6Z6NJp4Ha8/NsNy7GfhdInBebHT/pL4eYYz/kZjwyYPmQ+bVFUtTwzEajvMDwT5S5NnXg7Py9DEwSPyWVd/QjOxIFlTYa545T1btxaoXy0het9B6Slm9JkqqZFArO18mcijdpWz71+PD1j9Vgn5wrfJuuXEkxLGTvQC+34mP1Vt0r8sNBPfPjWajTLl43kBl+bRyA2Lbba5qfQm/1miGJIREanU3i36DVvD2RoV49PLL5SNVv0QAm0IYrUDXFIl/ajO7rWzxNbUDbBIRB7T44tvDAPpBWTancFAuRzZi4RSHxX2eBP7p/nLZGfdaRUbkGKKa90GQqBcNliNXsNglfROcyssUGI7zE6n0NYvm/r+0G442u3l5zRcSRjSqX1Pq8tkFZKZPJb2dTZTv1Y2wBPuL82gS1Ek9Jnos3+bpJ5kigzrcrJTa75A8r4z6uNU3iiVR8FK655dUFL39Up78bI8TNYXdBCSZXFZajqkgiHbj2OXN2Ddx81MeF4Tmo3L/9Kw3r1gV1sRpjIKxxMez+Szb1WlZcYsUFarglu2xM+bGZNZVmcn5D7Vn3nd37MTQGgqFjjG/o6GU1fyVbZKpXbTRgnFalYYP89W/486I6OW9sBP3SoJkdKpNg1WAEFd37e6VRKSRcJS2aSGZ9ogbbxH3kNWVWhu8wUlyN14o7TKSFfS96PB92VJlQzdNvsu93iBFRfLz9Ax6Vt2/InkwKdQeHyJIZovGO9tpxeskiCsIRaKNayX90kmvH4JxrWtPiJhCZO1FWdDx+SzNHxCfow6llS2Sqjc1Cm/K9syPCCmxG/v9cdf19CMBKEnnpTfY2eB1/9NfmpWSv+yznem7tGY9HgF8N3hRKpWG5kewFtCGJIR0dJSvVyOsloNe9AzDMm05+mqxIwCo0CZbCDYmcJaHUrpFo9HZjaDIkc++w+ah1ON51lvQGuPNgLOqjG01Wb1q82vp30+mzfJ8tid1lq9rHWr3EYt26/tkMChepkcPUfUXsVVWV2KWZm0i+2RjdTKFmd9ltSqAz1tMBaNSPjk8abfKNiI9jXRPq/q+9tyg8tkQzdYkTzRRWlNfNp0QGbu1IdkUGQoYGhGqj1sz7SpyPAPX1CGaKWrssV5SGYUrAXK40NQ9MM06tcCXp/s8KQKwBo3yFHyTIdu6qW7g1LTLkfvz7xsfT0nQ1fdnPUWsJ6htW61ed8klZN+frni9UvwYtTEXlstly61EsVp30Oj09lWUpVeBWA0KrOsLgRpE4m/S+vkuy3VRAEqy2HhmucjWCEBXW1HfD1RvVwOqCSt/9KlOaii9iczYlSFNt4joZnilfWS4ov1C1R/+3V/+xJPq9fX39ZfJkPGMw1rAINq0wzfb3Wrgcv//8COXcDxJ+OBZ8L7WNGcpyScBSjyWYlGY+cp0F1BqunmZ4HwjAw/Ds3K+y+k+1k4L3Y99aCUWpk3rwtjPX5pqdCwIV4pZtRg34raj83pUFGPNz5keNUfxv7PqAwDHjwaD89mRiWoU0Mxu58pJ4zWVb4SGVrZcblU3556XkLTs69IVePek8De/yvf2SsvkyG35Y2pDzYU3QRFBfb9VcQYkhHR0lLbIUeSLHu36L4Uk74kDapQ7DDqQZYr6oZARaMEFmZhXUVsNi27Pa2c8MZm/VKrZMxon8+yOgn4+g7Ed34th2PGXhv9pAjBCtkwSrVT3rpNHl+t5GvqlJ2b6aHUR+DU+3a6UVi7yvj8hNlB/entcFQvl9c7UCEbjXra3h9GVWVWQxOsdqqbNyWGeY3nJT9+U6cMEVIr7xRPvGrEydF9RZH3Vm1HPCQrq5e/TQMdzWe4/aLUj6FOtqEVrDQO1mo75LmsWSHPnza486qbXSnWGYoS7y+USfBneN8mr5takaKqbI3P8ghI8JdyxkDNTqVd+sdVg4V0VDSbh2TVy+T1GjoOlMequYKV8SGMANB2gTSITjXxQKFo3pw4c1omEsKIVDtaRbbjqCixoW4lziv50nksVcs22WEPlMcmHVK/h5vcC8nsbn8YVaEVAzuVZOkorZW+ZHZp+16qYaHTpv31a8wniIpGZbhsQpA2I0Ha/Iysq2o77B1oNeMNyNDh8R53+qkpigRN5Y1SlZ8TSupA31cqQzJXv1W+S049J03/z70m39cDbwIv3x+7O488px6/5ndAvqvV87yx8xKu44tdz598PW9QRmp4S2K/A4lDbL2B2PkmQ2szYbcfKKXEkIyIlhYlNhTKSlVbfIpyuZHRHbm5VLmVaiNLrTzrfSP9nVUzdmbJKa2VDTh1Jk9FkR4WM6PSr622QzYa5ybMe68YSRWQldZIlUJY0+NDUeSIbTQan93UDjtVK3aWq3WbVBylmgFMpa+C8Zcah3Yl1fGG5M2bJADUVpUt7Hjo7k87FNhq58RfKsuu9r8wes+V18uPOkRGO4wilZp26/DI47U/C55Rvzy95s546Fe3WqowGtabP7ZKG9xppfo/1cu1wYXZhBGAdY+kpPs2e7/plqm8XkIxdYYtRQGQ4jOUTo+x6uXyf6mz+tavTW+4eaAs+b2uVlqpw8Q9XqBBExLUrEh83hRPrBIuzyFZRbO9mc2cPt/Nm2RH3yiEdrKzlupj2rTRuA/kUuPxxLc3Sms053vjVe1WUvXnBFDU2yKA9XoNSH5fJq07c/T/162WPmCZ8Fp81yhKLGAJuD+aYEHs+7yiWdP70MVtPG/A/cpnPcVGSKYVrADWXSM/oTngxBPA0f+S3nSI9SgLzSJv6/yFobUmYZo3EJvFvlLzU6WbEblKrq8o7h9UW8IYkhER6QXKgJWXxmfUShWqLUZenwzv0/b4qDOpeHKbLwi0/0FyeFRSHa80ClYCaEzeychkqJTaxN7rk+qihEb2DjfEK5rsh2RJNI9lNbyoosmgD5fN/796efx+1QpHbTioLkPd6nhg4fElLpt+Q7WsPnEYc0mV7JTbCaG0j6lX1SYBinb2y1QTZ1ipW23+PqlsSZy0Q+XxyXsvEpLARZ2ZL112N/IrW6XarqxBnl+zXm8en/2hd+pjt26NNbueNVkmg9DS6HOg3ZFv3OCsN5yqpDoeknkD0ttRnbbeSOs22TnQVrwu25F8veYtEjKbNdYvq5NlVkMjxSPBWd8Bef9ma/ayls3yPJk9V3arRcyCLW1ArSqtiX/WK5pkJ1E7BNrJOq5quQQGZXXGO9lWExlYzURb0SQ72aG54q2IsPs82rleoDzxNTLkwvCqpk5g5ETmQ3dTqV4m/di06tbEewcaCegqqPXrKaeN2I3Ur5G2ClZD4LWfNXU4pFNldcZBklGlcjao33tqD05AXvNUQ+jtaNwg3wNpb/fYlUa1ssoXANZeIz/hOTnYGpmX5VZ/h/V/z2lOh2Kn55Jvs3B6VtZf4bn4kNqF05rfKrOhtU55/LogTfcTMAjYSmvsbYtEIu63RigCDMmIiIx4vED7xdLsV7/DEo0m7qRnc4a2fGvZIr0mqtudNzx1qnGDDJWqWpbBF3ImOwya29oNdtSj4ElHfnNxdFuRio3pkXjlo1VI2LDe+ki4UZ+hYKUExpP9MiuVWaN/QKqt9JwMMTbbaaxfI8FFeC4ekikWy5FK9TLzPnMN66SiLqnnkJJYCZKOVMvpK0kevuP1xcOfcKqdMrs757HPVkm1DPVVexAmBWIe6w3o8gYZgqlW7Kkb0mbBj1WIp+/xaNbbUeUvTVxHmPVB8wVkyKoV7Wdd8cj/tXynnH96j3WVi+JJbyfdVwLL18vu+sfsPWU00Yf+OUoatpaicb9WZXOs92CZveGeauVKSZUEv2Zhb80KeW17u5JDA6t+c5nIZHivIZufQ6uqIlV5o3VIpvbGyoTHJ1WjIycyux87KluTQ7JU68Wk6nPd9fUhWjoqW1MH4pk2cK/tkP+1qi35+6V2ZY4qLw3eK3YrrlNRPM6HDpY3Wg/7NJu8xo1m+mqVVj5EIxKoqYGZ2pvOG4i3OND2rJubkgkS5iZik5eMJ86IHImFd9ND8mPXHz9gr2oxGkbKKvJFiCEZEZEZq9kfPR7ZkVJPL1alNcYVGtlQ0eQ8iHOjcbVTvkA8zFi2QzZ2tL29AOMNf0+sh4VbR4wVRXboyxt0w4NNVDbHQ7JUs5FqN0LVhtCq1q3xy9WJDWxXi1lICCt0z5/Xn3jkPuVMe7HzWrbEh+lqldVJRZnRDkJNuzyn2komNzbKtfeRTrDitdhkczIExaxCUn97Ozs82ucv5XrQYYWN1cEH/bKqVRFG95OKdidb/Z/1n2fT5VDSy+VTHVixs/NmNtwXMA4NUwX5TndwnVRY169JvP+mjdKbSV9Ro76uRq9d/drshGTlje6GZLZ7hNnYOVU81lVGat9DPY9XQjg73zXqbNGRFOukmhXJ61HHDJ4bq+eroin5cu16prYjcTutZUtsGJ0DvpL0+5rZ5S+T7xXA5PVKsTvuVkBsFqjqezPa5fEmzo7rNLAtqbIOyYyeK6fDLQuR4onPWqrlZKIoVTQq26OzmtBsdkzWabMGgZr6Mz9lfx3uRrVmEWJIRkSULrs7UpQ9bRfIF7g6NDYXM9OV1slPoDw2m1eKncvGDRLylNTIsC6zHRd1Z0idfSolow17/aQSumVbtkOOOBqGZIrJaR3tpAgN62XIq92eaUaaOmUjT7vTWN0uG8+VrcbLpA0RrHZwSmvkx+OVhu3aqgSrIZP658cqAKpfa68Jt3bDXtv/rapNqkUqGpNnw9RbdoEMB00ahqgbGtm6TZ6/6eHEWUb1y2H1mite6+fW7LPm1g6ntoJXXwXp5pArjzd+IMDxshtc33AYtMFjWqVrqYZbljeYV8i1bTdeJ1XqKnKMKgcXOFiPpnrOqpcnL095g/Rc0+8QWgajmsfxlcj610lwYFr153ZA4qCRvpa/VNaDJdXx6jHFY353TRslPNEGV+pBo6plUp2kbZdgRv0c+4LWjegVJXHIu5WOy016eBq8r6wCj1Rhsj5c0lb7WlV5tp0fr2ZsO9982RKWJYNgJqLpK2cY/Fh9v6yRA3Fm73Unw8LNno/WbUD3Czb63+koHgBqSOZLHbQm3T5VMG/0mrgUkrldQepGkJnOqBRFU3nt5CBzNGL/eWRIRkRE9nCK5YKhKHA2K5uFVAFb7UqZibGy1bqqRxZMc9IbbyhuFay2bpMjfiU1dpbWmPo/1K+RDWd9byCroRVGwy1T8foz71WnzjSoFSgDVlyaGE4pupCsdSsM+2bprwvEZvmsS11Bl46qVtkJGj6ZoiJAs0yBsni/NvVorn4YkpFAuby2ZXWygXvu9dhd63Yc1F52fQfjIVlprSyf2WurDzI83hQ7sCaXlTcah0RW76mEy2KnS2tlxyNQbhDouNy8260hR4CEHKlCMtPnrkHCcp9uPaFv4O7RhGiKkrjuMqtQ0ge9+p5KbrcNqF4GTPRLYGPEaH278LwYfaa11a2eeAWUHRVN8Vl0C0nzJunHVb82Xq2bMFuuRf+lhXW75nls2SqVs6WxYe5WQZEa5qrfTQ3rZXixlUz7rVm+5gZSVqca3J8aGlUvN658a1gvAUn7RfLcpPwuV5cz1WQrFs+19rPrtMet4gX8utA8YQIdFz636cxKvPDY8/HTTkdVpAppTA/E2HwcbaWbXss292Zx95VIpWCmIZnHl71h5XpOgsapocz7sBYhhmRERIVI3SnK2ixHi4w6m2TDhuw9Rs0K+bHDbIO6uj3eW2r8nOwQq7w+45ko7TyG2gxbvX1Vm72ZRM3Y6ZeTbUkb3LqhgdqKNlXtSqm0Mnqd3AxC9KqWy4ay0TKpkiY60PVrc1LFVFqr65WlGAd09WvkfiuajXuqaR+ztDYxjFG8MNxxat4k1SRmG81ldcb91WpW2puBc2G4pRLvc2dW4VC9XIaUlGmC1rI6YG7S+rVwi9GOhumkEK3xYdFmr7Xa403bf662Q8KMhOdA+xgK0jo4MDOa+HfCcGAnd2Tyv9Stlh9TBg9iuZOtyPt5+KQEHeF5qbgqb0gdgDVuSLxOaY2si/1licO91J3qVDMu6tmZqdJIWR2w8jLdulzXb9HovVK7Mn5aG8x4/YkHRrwB8+qw+rXyGVEDNX+J9aQKbll+YXymYACW4Uw6IUrTJglQ50waoavPp36oW6ZV6FYhmfZzUN4Y27ariB/ksPrAeWIH2bwBud6yCxMvtzvJR0r6KnRFQtfxHrks1YEPj8/5zJYpX1+D59Nfav+7sqTafPii621SXKhIVRT5bOciJHNi7CxDMiIiKhAtW2WHSjtbIJmrXiY7oels+Kg7Rk4CqlSsqnUa1srpiqbEkMwp7cbx8p2ygZpJEKQocj9Ojq7nkp1KNydBpps8ntRDHdzuo6K/v9pVsaFWmiGqXr8EBKb3oXtOG9bHgyyPSeP+srrUEzIEK+M75w3rZHZO/XsqoY9YiqG+Xr8EJINHE883qmJs3iQ7vG73GTIK/gJlwLSNHcPKluR1k9Fzqy6z9rlSPPKaav937Q5900bj8LF1q2Yn3EDd6sT7dNqTTFVSBUzMOH9/W4UShj0dPcnhvzrBwqRuaJ92OJ2qYV18FlN/WTw01j5Wy1ZgtFvCSrsz/imKXF8NyZy+75KqJPWTklj0XASsn0ezIZTqpBzaXpO5oAYcNe3ASHdsWdIY0h2/QvJZXh8An3k4mM56uHWrzA5oxeh+azskFNNWkCuKbK/YDeXUhvjLLgCgyP+nva034M7smPrlUT9bJVXJ692FZdOFZK73dtMsU+s2CWvqVsUCPBv952pWOO/xlS7Hn3uDUFXx5G8yAStmM6wvckXe+Y6IKA9y0fcqUCY7hW40RF8q0j0yuGyH9MXK9Q5DSVV6YVTjebLhrR3G5PW5UynlL8luxVVGbPZMK1Ru70Doe0j5S4DlO5xVEAarZfiP2gdPH5S4scyVLfH3ectmeawVf+D88xZ0sKGejUbcRlW9qULuulXyU7sq+XtDncnR7EBI61Z5jipb5DVt2665UHNfZXUyA22gPPE5LamOB/9GBwCq2hLPT3jOHHzH1cVmn13o7WSXC9+jfoOm6y1bpEpHv7Npp19PsEJCR7vrwKo2CRO0y+C0r5NeQiWZyXea3fd3/VrZhtBWMnl88vlz+hnx+GFrvWs0iQaQWAFUvUI+F8t2JN6nPnzPpBeSaahl9j9YvB/9ZbJ90brV/DrlDfLc6isBzVosWE2aYnQ9rz++HtXeNhpJ47NnQFtBGKywt+3pDUjlU92q2PaXS+vdsjq5b23riZIqoOm8+HKlmm26bpV5+wN1ndu0MdMl1bD5v7duledMfWyPV9afvhLZpvP6C6tqS/FI2LsEFeChYiKiApftmZAot4xmGSpkFY3ys9R4ffEAyGrm2UKVzUqydIN7jydWoRBTUi0b8AvhT5rrOrN1ZGmtcWBjp0owWCEhW76GAtetjveQUyuSUg118gbjn1V9oOYLytCzSNh4qF5JdeKQ0WCl7BhOjyQHjAuVJjqN5wFTA1LJZ7h8Zp8jB6+715c4/M8uy/dsmu87jze+86zOUJtJtW4q5Q3J3x1Wze/tUHQhmeHnQXNedTswMwJUGITOgTLpvQVIOwJAwionVYMN62RobkVz6lmUmzYm98E0WmaPJx5UaGenbjxPQp9Tz9tbNqv3kMcj1UfnXtMtRrq9twDL/l/BKgnDZ0eBnn3qDa3vt7ZDhvVatdWw03PMjaGD2sqmxvMSL7N6nrWV24GK5P6JegkzaWruVztsWq0GHj5uvcz62SC11bMev/Fz5y+LVyCbvldN+EuTJ8IBADioXA5UxtfrzZskyCupSlyH1q2216PULn3fSifaL3JxSG9xYUhGRGRX/VppBFtvcqSUyAhDVffUr8n3EqQvZUiWwTCtdIfKGdHu9KTb16tmpexYJ8xOapPlbKUuDol2yheQnSttLy+Pyc5DVVtyr7TKFiA8azAxh82hc4D0WwrP2Z9Z2euzrtjTP9cN66XfXON6e/eficpWzc6yS7SBVe0q2WlPFcqaBYXaIYFmtJUqlS3SvynTFgkJExT4YLheSJjpMxCfndVKTbvseNevdbY8Fc3x95D2/61eZn9H3uMzrzBLWHcpiTvkZpVkVW0SjqRavzgZJmbaS9BgqLRW23aZJXHhwJXNCjFAXpNU0m1ub6Rls/VlI90S0Nid4Eb/2B4PsPwi64b4pTUSbvnLE19f/bpUUVIH3I3nyfpYHW6eMIN0QH7q18p7qu9A7HEy+K4sq7foPWjz+1v72U3VtsAtNSvktZrsTwz57PRSdPvgXhFhSEZEZFdVa2K/HyJavIJVAM66d3+pNjYrmoCxM86CoMYNMkwmG7N2AlK91brNeaWlvyRewWJHoW6I162WnSuz4S+GO1xR4zBXUYyHrWh3wFP1o/F4AI/NgMwW3Y5dZbP85EJls7xvfSVSoaQNNNI9sKDd0fZ47P0vZfXy+uqH59V2AKE5YKLX+Ha+ksSZChvWyW0yrbrQh2SGn400np/aDhnm6HgGQs1jVTQB00MSnqcKZxrWAUPHpVomWGn+mvqC8vwrnviyqT22zCp96tekf8DEURXdet17yOB/DlYmVoKlM0s0IIFP/8Hk81OuG22EZO0XpV6Hl1QDLWYHRUwewyjkMXp/6SfCUA/EaCcDMHpdKpqlKs3sYI3HG+uRWS/LqJ0VWD2t32ZP9flMZxKOkmrz17qiOTbcOQqYzcadbZ5YFf7cZGJIVtkilw2fsLjx0j3Iy5CMiIgom9ys8qHcUSsDghXu3F+qnR2PV4bfOWGnz1KmctG0N1gpO8SF1rS4vEH6N2l3rEqqpYIlUObe8i7fCSCa+wkz8t1/UH1vpTNcU6u2QwJm21VSuiDDbBZOqx1qo0kjXBmWpAkkPD7jvkpph4gZhtGKEu+lND8tQzjNmsar/fTs0D//bdvl/t1a96pKay16GxpNAqB7PW1VbaXZO7OiUQKf7hcT+4Ol2n5Ql2n5Tnk99DMjqn3pMqH/v71+uV9tpayViibjqkzt/ZZUJ4dT6iQPqaizIEfCmmU0+Z+TKnl1alYYh2S1KxPvX6tujcyoqmraKBOAVLbl7qCDlYVhp/r3r5L6+30Jj4RgSEZERJQN9WuB0HT6Q9Yo/9zs/baENzZtcbWJsouMgo8GTRhTt0qCgoHDUvWQzpBQu8Mn3VbZKhUe+RzGasjhZ6Wm3d7OdPUyYKI/cdKTtGXp86wNDhTFpPl4lh67tgMYPGLvuv5SqVDy+K2H16XD43U/IPOVWA83NJLUK0w3q6zRuiHdSjJA/u+S6sSgy+zgSk07MHYu/r73l8ikKNrb1q7MzugHb8C6n1fdKqkiVGnf0wlDKHUTkDRuSKzOdMrjlUkMFCU5EG7bLv0cU01sYxRKtmyRYaJqX7+E6/vk4EZIM3TUX5b5ZApGszmny2oCELOWAdrrLFEMyYiIiLKBQ3MTBSukd8sSnU68YIcUUmbUHlTLd0pIlq/AKx2KYlwRlW/BCsDldmUApGKpdpU7O37Z2nnUD502qi7M1mNXtUpgOn7WXr8xfYVSQa/jUlSB6aulaldaVwbamaAgneejvCEx6DKbobG2Q3o/moVy+grYjDhs+l69PDEkA6Sp/sxYfCZlIPk5d6My2ixc1Q+LtaNhnSyvVTWf+py7/ZmsapP+k6n6ItqhLr9RJWSgTB7L45Oey+r1zarmlpBCXpsRERHRYtG0SXY8Ggu0Yihb1CEpqY5gU3HzeIsrICtkFc1SSZFJVYmZdHdmS2vsVatlqqRKqpTUSpTSWN+nhOXOYnWHvwQIOqx+rmqTCqiCq0h0QD8JQLlBFbE/9n60eg/pJyJwqqIp3rvQqteV4XJoJ6RwcUZCfbhi5zPU1Km9A/lfatp1t01zxsVc8fhttMtQdL9dZDQxRbDS+eiEhefcYLglIOva2pXxgN6VStvix0oyIiIiyj5fIHHmxKWiaaP0mFmi06gTOaYoErxEI8kVKfnSskWGpqqVHdkchqStUiqpik2eUQJ0vyDnuT0UMVPFMOtwqn5iFbGKIXWmRKPQw+uTCi2rCjGzyi8natrl4IrPYeieae8xU2mEWeU2+pWVx3qVFUq4qoZEjecBc+PJExP4NaF9/Vpg+LgMEQWysz7wBeX9Fp4Hxs7KcHF/qawTtbMs69WtlvXniadjyxYL+vR92vTL3LpN+guWVMtnwayv2xLBkIyIiIgoWxSFARlROirbZNhPvnaiq9pk5s2FqqIcVXPpqUPU2y8GIvPZm81WlY0KvryzEfQENOGjWeiRal2uaCuPMqiUSmdSjWCFDBHMWlimcvjeNwsovT7pa5fPvldt24GpIQBRoCI20URFIwCDSsKKJvn8BavkM1nZoln2LP0PXr/8aPtg1qw0n4GzZXPy+lINbutWAbPjmok2dMvs9QPeWJWa2kZgCWNIRkREREREhcXjyXzmy0z4gsCKS7LXd8jx8gQA5GAGWH8JsGyHO1VRBcPpa+fCDKLRiPn1ssXujKJO6EMuN0PUfH+mnPQqU5TE8CiTSRoy4fFIcD83IbPAamkDsrpVUsWuBq5ev1S2n3lZ/s73c1/gFtPaj4iIiIiIyB256gVWaNKpZCpEjefFhsWd5+x2bgQI+QjJsqFuFTA7JsPwvAGpZHKioCd0cImiyPDYSMj5MNl0NMXez8efip+nD7WNqsEWVfCdXXymiIiIiIiIrOSrcoTSV9EYGz6XB4slHPKXSm8sp+pWA5N9S2fo3vILperOk8PXvbQGmB6R03Z6A/oC0tsMio1JCZY2hmRERERERESWGIwtar5AfEbJTPpI1q2WxuplDamvu5hVL4sFMkuEouQ+PG/qlPdaoNx+L7q61dldpkWCIRkREREREREtba1bM7+PpRYOUf54vMmzcJIrFkkdKBERERERUZZwiCUR0ZJQcCFZd3c3rrzySnR2dmLr1q3493//93wvEhERERERLWUMyYiIloSCG27p8/lw3333Yfv27ejp6cGOHTtwww03oLzcxelmiYiIiIiIiIiINAouJGttbUVraysAoKWlBQ0NDRgaGmJIRkRERERE+efnfgkR0WLleLjlk08+iRtvvBFtbW1QFAW/+MUvkq6ze/dudHR0oKSkBBdffDFefPHFtBbu5ZdfRjgcRnt7e1q3JyIiIiIicsWKPwDaLwK8BVdnQERELnG8hp+cnMS2bdvw53/+53j3u9+ddPmPf/xjfOpTn8I//MM/4OKLL8Z9992H6667DocOHUJTUxMAYPv27QiFQkm3feSRR9DW1gYAGBoawp/92Z/h+9//vuXyzM7OYnZ2duHvsbExp/8SERERERGRNa8/30tARERZpkSj0WjaN1YUPPjgg3jXu961cN7FF1+MnTt34jvf+Q4AIBKJoL29HZ/4xCfwuc99ztb9zs7O4pprrsFHP/pR/Omf/qnlde+8807cddddSeePjo6iqqrK/j9DRERERERERESLytjYGKqrq23lRK7Objk3N4eXX34ZV199dfwBPB5cffXVeO6552zdRzQaxa5du/C2t70tZUAGAJ///OcxOjq68NPd3Z328hMRERERERER0dLkakg2MDCAcDiM5ubmhPObm5vR09Nj6z6eeeYZ/PjHP8YvfvELbN++Hdu3b8cbb7xhev1gMIiqqqqEHyIiIiIiIiIiIicKruvk5Zdfjkgkku/F+P/au/egqMo/juMfUHbVEMFQLiokWpgpFpq0U2kFCY41llZaTtFFGs1mKsvKGq/TbzSbaboMWk1NOFOTZaVWU5ahYBe0INFMY8IwKwGLQhBvCN/fH43n1yam/VrYhX2/ZnbG3ec5Z59n5sNz1u+ePQcAAAAAAABBxKdnkkVHR6tTp06qrq72er26ulqxsbG+fCsAAAAAAADAZ3xaJHO5XBo+fLjy8/Od15qbm5Wfny+Px+PLtwIAAAAAAAB85h//3PLAgQMqLy93nldUVKi0tFQ9e/ZUQkKCZs6cqezsbI0YMUIjR47UU089pYaGBt12220+HTgAAAAAAADgK/+4SFZcXKzLL7/ceT5z5kxJUnZ2tvLy8jRp0iT98ssvmjt3rqqqqnT++edr7dq1J1zMHwAAAAAAAAgUIWZm/h6EL9XV1alHjx7av38/d7oEAAAAAAAIYv+kTuTTa5L5U25urgYPHqwLL7zQ30MBAAAAAABAO8OZZAAAAAAAAOiQgvJMMgAAAAAAAOD/RZEMAAAAAAAAQY8iGQAAAAAAAIJeZ38PwNeOX2Ktrq7OzyMBAAAAAACAPx2vD53OJfk7XJGsvr5ektSvXz8/jwQAAAAAAACBoL6+Xj169PjbPh3u7pbNzc3au3evunfvrpCQEH8P51+rq6tTv3799OOPP3K3TgQMcolAQyYRaMgkAg2ZRKAhkwg0ZLLjMjPV19crPj5eoaF/f9WxDncmWWhoqPr27evvYfhcREQEf6gIOOQSgYZMItCQSQQaMolAQyYRaMhkx3SqM8iO48L9AAAAAAAACHoUyQAAAAAAABD0KJIFOLfbrXnz5sntdvt7KICDXCLQkEkEGjKJQEMmEWjIJAINmYTUAS/cDwAAAAAAAPxTnEkGAAAAAACAoEeRDAAAAAAAAEGPIhkAAAAAAACCHkUyAAAAAAAABD2KZAEuNzdXZ511lrp06aK0tDR98cUX/h4SOqj58+crJCTE6zFo0CCn/fDhw5oxY4bOPPNMhYeHa+LEiaqurvbax549ezRu3Dh169ZNvXv31qxZs3Ts2LG2ngraqY0bN+rqq69WfHy8QkJCtHr1aq92M9PcuXMVFxenrl27KiMjQ999951Xn99++01TpkxRRESEIiMjdccdd+jAgQNefbZt26ZLL71UXbp0Ub9+/bRkyZLWnhraqVNl8tZbbz1h3czKyvLqQybhS4sWLdKFF16o7t27q3fv3rrmmmtUVlbm1cdXx+uCggKlpqbK7XZr4MCBysvLa+3poR06nUxedtllJ6yV06ZN8+pDJuEry5YtU0pKiiIiIhQRESGPx6MPPvjAaWeNxKlQJAtgr7/+umbOnKl58+bpq6++0rBhw5SZmal9+/b5e2jooM477zxVVlY6j08//dRpu++++/Tuu+9q5cqVKiws1N69ezVhwgSnvampSePGjdPRo0f1+eefa/ny5crLy9PcuXP9MRW0Qw0NDRo2bJhyc3NbbF+yZImeeeYZPffcc9q8ebPOOOMMZWZm6vDhw06fKVOm6JtvvtG6dev03nvvaePGjbrzzjud9rq6Oo0ZM0aJiYkqKSnRE088ofnz5+uFF15o9fmh/TlVJiUpKyvLa9187bXXvNrJJHypsLBQM2bM0KZNm7Ru3To1NjZqzJgxamhocPr44nhdUVGhcePG6fLLL1dpaanuvfdeTZ06VR9++GGbzheB73QyKUk5OTlea+Wfvwwgk/Clvn37avHixSopKVFxcbGuuOIKjR8/Xt98840k1kicBkPAGjlypM2YMcN53tTUZPHx8bZo0SI/jgod1bx582zYsGEtttXW1lpYWJitXLnSeW3nzp0myYqKiszM7P3337fQ0FCrqqpy+ixbtswiIiLsyJEjrTp2dDySbNWqVc7z5uZmi42NtSeeeMJ5rba21txut7322mtmZrZjxw6TZF9++aXT54MPPrCQkBD7+eefzcxs6dKlFhUV5ZXJhx56yJKTk1t5Rmjv/ppJM7Ps7GwbP378Sbchk2ht+/btM0lWWFhoZr47Xj/44IN23nnneb3XpEmTLDMzs7WnhHbur5k0Mxs9erTdc889J92GTKK1RUVF2YsvvsgaidPCmWQB6ujRoyopKVFGRobzWmhoqDIyMlRUVOTHkaEj++677xQfH6+kpCRNmTJFe/bskSSVlJSosbHRK4+DBg1SQkKCk8eioiINHTpUMTExTp/MzEzV1dU539wA/6+KigpVVVV5ZbBHjx5KS0vzymBkZKRGjBjh9MnIyFBoaKg2b97s9Bk1apRcLpfTJzMzU2VlZfr999/baDboSAoKCtS7d28lJydr+vTpqqmpcdrIJFrb/v37JUk9e/aU5LvjdVFRkdc+jvfhMyhO5a+ZPO7VV19VdHS0hgwZotmzZ+vgwYNOG5lEa2lqatKKFSvU0NAgj8fDGonT0tnfA0DLfv31VzU1NXn9cUpSTEyMvv32Wz+NCh1ZWlqa8vLylJycrMrKSi1YsECXXnqptm/frqqqKrlcLkVGRnptExMTo6qqKklSVVVVi3k93gb8G8cz1FLG/pzB3r17e7V37txZPXv29OrTv3//E/ZxvC0qKqpVxo+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- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Define training data loader.\n",
- "train_loader = dl.DataLoader(train_dataset, batch_size=8, shuffle=True)\n",
- "\n",
- "# Define model trainer.\n",
- "unet_trainer = dl.Trainer(max_epochs=50, accelerator=\"auto\")\n",
- "\n",
- "# Start training.\n",
- "unet_trainer.fit(unet_regressor, train_loader) \n",
- "unet_trainer.history.plot()\n",
- "unet_regressor.eval();"
+ "text/plain": [
+ "Training: | | 0/? [00:00, ?it/s]"
]
+ },
+ "metadata": {},
+ "output_type": "display_data"
},
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "## 4. Evaluating the Training\n",
- "Predict the number of cells in each image of the dataset."
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [],
- "source": [
- "images, masks, preds = [], [], []\n",
- "with torch.no_grad():\n",
- " for idx in range(len(image_files)):\n",
- " image, mask = load_pair(idx)\n",
- "\n",
- " image = image.unsqueeze(0).unsqueeze(0)\n",
- " mask = mask.unsqueeze(0).unsqueeze(0)\n",
- "\n",
- " pred = unet_regressor(image)\n",
- " pred = torch.sigmoid(pred).cpu()\n",
- "\n",
- " images.append(image.cpu())\n",
- " masks.append(mask.cpu())\n",
- " preds.append(pred)\n",
- "\n",
- "images = torch.cat(images, dim=0)\n",
- "masks = torch.cat(masks, dim=0)\n",
- "preds = torch.cat(preds, dim=0)\n",
- "\n",
- "true_count = np.array([skmorph.label(l.squeeze()).max() for l in masks])\n",
- "pred_count = np.array([skmorph.label(p.squeeze() > .995).max() for p in preds])\n",
- "\n",
- "mae = abs(pred_count - true_count).mean()\n",
- "mpe = (abs(pred_count[true_count > 0] - true_count[true_count > 0])\n",
- " / (true_count[true_count > 0])).mean()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Sample a random image and compare. "
- ]
- },
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Define training data loader.\n",
+ "train_loader = dl.DataLoader(train_dataset, batch_size=8, shuffle=True)\n",
+ "\n",
+ "# Define model trainer.\n",
+ "unet_trainer = dl.Trainer(max_epochs=50, accelerator=\"auto\")\n",
+ "\n",
+ "# Start training.\n",
+ "unet_trainer.fit(unet_regressor, train_loader) \n",
+ "unet_trainer.history.plot()\n",
+ "unet_regressor.eval();"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 4. Evaluating the Training\n",
+ "\n",
+ "Predict the number of cells in each image of the real BBBC039 dataset, to see how well the model generalizes from simulated to real data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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8NejQoQPkcnmR49WrVwcAdO/evUj6BbFYTP2GkpKSilyr0+mwa9cuvPvuu5gwYQJGjx6N0aNHU//F27dv25X/448/AADDhw/n7KOz44cOHQJQ1MSdQKVSoWnTpigoKKD+QDx48PAtrFYrjh07hoULF2LSpEkYM2YMRo8ejUWLFgEo+ryzMWrUKM7jI0eOBADqrwgAP//8MxiGQffu3aFWqzmvIzlLiT9keWH+/PkAgM8++wzvv/8+4uPjkZ2djd27d2Pw4MHUfFAoLP3twpEjRwAA48aNswvM5gxlNc/NmjUDUOha9N133yErK6vYdfF4djFmzBjqvxwQEIAePXrg/v37qFq1Kn7++WdOF4sBAwZw1uVuzxAdHY3q1asjPT0dd+/eBQD89ddfyMvLQ0hICLp161bkmoiICHTp0sWrMZFncsKECV5dVxyQd+iQIUM4TfFffvllBAYGIi8vr4i7C1Do0sIVCK527doAUGZ+3VWrVsWIESMAAGPHjsXWrVuRmZmJxMRELFmyBB9//HGZvVdTUlJw5coVCIVCjBs3zqNrirP2ioPmzZsDKNw3nz592md+4k8yeJ9uHk8NKlWqxHmc+Aw5O082Y46Bkg4cOIAxY8YgMzPTaZvEF4sgMTERAJwGAHF2/MGDBwCAV155Ba+88orT9oDCgE88ePDwLe7evYt+/frh+vXrTss4Pu9sVK5c2eVx8m4A/ve8b9y40S7QIxdK+rx/8sknuHXrVpHjy5cvp/7YrjB27FgkJiZiwYIFWLhwIRYuXEjP1a1bF6+++io+/vhjBAUF2V2nVquRlZUFvV7PWS/bX1yj0Xg0FhLMp1atWh6VL6t5bt++PWbNmoVly5Zh1KhREAgEqF69OvXv79WrV5kIJXg82WDn6ZZKpQgLC0PLli3RrVs3iMXc2213e4bnn3/ebbvp6emoUaOG2/0J4Pw95gzePpMlASHFzvooEAhQuXJlZGdncxJoZ3tA8v7xJFgmAVdAuZCQECxfvtyj69evX4+8vDzs27evyJ5v0KBBMJvN2LdvX5H3qq9BgudFRkZ67M9enLVXHCxevBj//PMPDh8+jMOHD0OhUKBx48Zo3749hg8fToUlzxJ40s3jqYG7TY03m57Hjx9j8ODBMBqNmDlzJoYPH47Y2FioVCoIhUL8+uuv6Nq1a5F0DgSOGnV3x202GwCgW7duCA8Pd9m3mJgYj8fBgwcPzzBgwABcv36dBjysU6cONBoNJBIJzGZziVOzsN8V5Hlv2LAhGjRo4PK6kgbROXLkCLXAYeODDz7wiHQDwPvvv48RI0Zgz549uH//PqRSKVq2bIn+/fvjgw8+AADUq1fP7prY2FhkZWU5jYhMooYLBIJSe6eV5Tx/8sknmDhxIg4cOIDTp0/jzJkz2LRpEzZt2oRmzZrh+PHjHgeL4/FswjFPtydQKBScx8naHjBggNt15Sxg138NvhR8ffvtt0WOxcTEeEy6/fz8sHfvXpw7dw5HjhxBcnIygoKC0LVrV3To0AGtW7cGUPS9+iSgrNZeREQELl26hD/++AO//fYbzpw5gwsXLuDMmTP4+OOPsXjxYhq0+FkBT7p5/Cdx4MABGI1G9OvXD0uWLCly3pnJTHR0NB48eICHDx+iTp06Rc6zU32wUbFiRdy6dQvjxo1zak7GgweP0sGtW7fwzz//ICwsDHv37i2idfLERC4uLg4NGzYscpw88xUqVKDHKlasCKBQ87V27drid9wDsM3aS4IqVargnXfeKXL81KlTAIAXX3zR7njjxo3x119/4dKlS5z1kePVq1fnTCnGhUqVKuHmzZu4desWZwozR5TlPAOFgoapU6di6tSpAAojLY8YMQJ//vknli5dig8//LDU+8Djv4GKFSvi7t27mDVrltMMAY6Ijo4G4Hwf4u4cFypVqoTbt2/j1q1bVItfWiD9J5pWLsTFxdmVLS04U7h4i1atWqFVq1Z2x/Ly8nDlyhWIxWJ06NDBJ+04A9H+JycnIycnxyNtd3HWXnEhEAjQvn176gZkMpmwefNmTJ48Ge+++y4GDBjwTOVz5+2hePwnQXzyuDQwDMPQNBiOaNeuHQA4Pe/sOElx4y7/Nw8ePHwP8rxHRUVxmnlu3brVbR1btmxxeZxsGoD/Pe/79+/3yqTxScP58+dx+vRpVKxYsUjqFpIibf/+/Zwm5uRd+PLLL3vcHvFD/eabbzjz8TqivOe5WbNmmDRpEgDgypUrZd4+j2cXxdkzNGnSBCqVChkZGfj111+LnE9NTeU87grkmfzqq688voak8/LWR5e8Q3fs2MH5PO/duxfZ2dlQq9Vo0qSJV3U/SVi3bh2MRiMGDhzo1vKxpIiIiECDBg1gs9nwzTffeHRNee5X5XI5Jk6ciPr168Nms+Gff/4p8z6UJnjSzeM/CeIrsnv3biQnJ9PjVqsV77//vtOgO1OmTIFQKMT27dvx008/2Z3bs2cPDcDmiAkTJiAmJga7du3CrFmzkJeXV6RMSkqKVx82Hjx4eIYaNWpAJBLh33//LaIZPnDgAD799FO3daxfv77ItZ9++ikuXrwItVptF6SmUaNG6N+/PxISEvDyyy9zapf0ej22bduG1NTU4gzJZ8jOzuYMIHf+/Hn0798fAoEAX375ZRFhRffu3dGoUSNotVpMmjTJjiR/+eWXOHbsGFQqFd58802P+/Lqq6+iQoUK+PvvvzF+/PgiZD43Nxe//fYb/b+s5nnv3r04efIkNbsksFgsNNAU7xbEw5eYMWMGAgICsHLlSqxYsQJms7lImbi4ODuBoUKhoAHP3nrrLbu9jdFoxOuvvw6j0ehVP6ZPnw61Wo39+/dj7ty5sFgsdufT0tJw+vRpu2PE6sdV/AwuDBw4EJUqVUJSUhKmT59uR9rj4uLw9ttvAyjMbc4VVPdJwv3794vEkWAYBt988w3mzZuHoKAgrFixokz6QoJlvvfee5x71Bs3buDmzZv0/+KsveJg+fLlnO5Jt27dotZnz9x7tRwjp/PgUQSuUoY5piEgGDVqlMvUQS+88AIDgDl+/Dg9ZrFYmCZNmjAAGJVKxfTo0YMZNGgQExMTw0gkEpoywTHFAcMwzMcff0zTPbRs2ZIZNmwY07x5cwYA8/bbb9O8sI64du0azTMZEBDAtGvXjhk2bBjTt29fpk6dOoxAIGDCw8O9mC0ePP67IO+KKlWqMC1atHD6c/nyZYZhGObNN99kADBCoZB54YUXmKFDhzKNGzdmADBz586lz7QjyPFp06YxAoGAadeuHTN06FCmXr16DABGJBIxu3btKnJdbm4u06lTJwYAI5VKmWbNmjGDBg1iBg4cyDRr1oyRSqUMAObmzZv0mvJIGfb3338zAJjatWszvXr1YoYMGcI0atSIAcBIJBK73MKOuHXrFhMaGkrvw+DBg+m7UCwWM3v27PG6P3/99RcTERFB35M9evRgBg8ezLRu3ZpRKBRF3sm+nmeudEdk7YSEhDAvvvgiM3z4cKZ3795MWFgYA4CJjo5mEhISvB4rj2cDxUlf6Ox9w8Yff/zBhISEMACYsLAwpmPHjszw4cOZnj170lRkLVq0sLtGp9PRZ1ClUjG9evViBg4cyERERDDBwcHMyJEjvUoZxjAM88svv9BUZOHh4Uzfvn2ZgQMHMs2bN2ckEkmRa9auXUvbf/nll5lx48Yx48aNY27dusUwjOvn7+LFizTNa0xMDDN48GDmpZdeoqnOunbtWiRXuKu+u2uvtPDpp58yYrGYad68OTNgwACmf//+dJ2EhYXR7xIX2N+vKlWqMPj/fO7s4wcPHvSqP4sWLaJpzGrVqsUMHjyY6d27N03b5bh2i7P2vE0ZRvK/16pVi+nXrx8zbNgwpn379oxYLGYAMCNHjvRqjE8DeNLN44lCWZFuhinMjf3uu+8yNWvWZORyORMWFsb07duXuXTpktOXBMGePXuYNm3aMH5+foxarWbatm3L7Nu3jzl58iQDgGnVqhXndbm5uczSpUuZVq1aMQEBAYxEImEiIyOZZs2aMTNmzPA4ny0PHv91kHeFux/y3NtsNmbjxo1MkyZNGJVKxfj7+zNt27Zltm/fzjCM800w+/j69euZhg0bMgqFgtFoNEy3bt2YM2fOOO2j1Wplvv/+e+all15iwsPDGYlEwgQHBzN169ZlxowZw+zdu5cxm820fHlsDtPS0pjXXnuNee655xiNRsPIZDKmcuXKzPjx4+km2RWSk5OZyZMnMzExMYxUKmVCQ0OZl19+2eWm0h3S09OZuXPnMvXq1WP8/PwYhUJBSf2RI0eKlPflPHOR7r///puZPXs207ZtWyY6OpqOs0mTJszHH3/MZGRkFHusPJ5+lBbpZhiGSU1NZebNm8c0btyYUavVjFQqZSpUqMC0bt2amT9/PvPPP/8UuUav1zPz5s1jqlatykilUiY8PJwZPnw4ExcX53Q/5Y64xsfHM2+++SbdL6lUKqZGjRrM2LFjmXPnztmVtVqtzOLFi5nnnnuOkmX2u9jde+7Ro0fM5MmTmSpVqjBSqZRRq9VMq1atmPXr1zMWi6VI+SeRdF+8eJEZPHgwU7lyZUapVDJ+fn5MvXr1mHnz5jHZ2dkur/Xku+bNWiM4d+4cM3ToUCY6OpqRSCRMUFAQ06BBA2bmzJlMfHx8kfLerj1vSffWrVuZMWPGMHXr1mWCgoIYmUzGxMTEMN27d2f27t1rlwP8WYGAYXwULYAHDx5YsGAB5s+fj6lTp2LNmjXl3R0ePHjw4MGDBw8ePHiUM3ifbh48vMTdu3eRnZ1d5Pj+/fuxePFiCAQCjBo1qhx6xoMHDx48ePDgwYMHjycNfMowHjy8xLZt2/Dxxx+jUaNGqFixIiwWC27fvk2DEX3wwQdPdWRNHjx48ODBgwcPHjx4+A486ebBw0t069YNd+/exfnz53Hz5k2YTCYEBwejV69emDRpEk2xwYMHDx48ePDgwYMHDx7l5tP9+eefY9myZUhJSUGDBg3w2WefoXnz5uXRFR48ePDgwYMHDx48ePDgwaNUUC4+3Tt27MD06dMxf/58/PXXX2jQoAG6du2KtLS08ugODx48ePDgwYMHDx48ePDgUSooF013ixYt0KxZM6xduxYAYLPZULFiRUydOhWzZ88u6+7w4MGDBw8ePHjw4MGDBw8epYIy9+k2m824fPky5syZQ48JhUJ07twZ586d47wmPz8f+fn59H+bzYasrCwEBwdDIBCUep958ODBoyRgGAZ5eXmIioqCUMgnjeDBgwcPHjx48PhPoawTgz9+/JgBwJw9e9bu+IwZM5jmzZtzXkMSrvM//A//w/88zT8JCQk+eY9u3ry53MdS3j9qtZr5/vvvGZvN5tGc7d69m5FKpeXeb64fsVjMLFy4kLFYLC7HYDKZmD/++IP59ttvme7duzN+fn6l1qfw8HDm7t27TvuSlpbGvPLKK4xSqSz3+SvuT2BgIPPGG28wOTk5jNlsZuLj45mWLVuWe7+elR9fIz4+nunVqxcjl8vLfWzl8VO3bl3m/PnzTEFBgUfz9c8//zCVKlUq935z/TRv3pxJTU31aBxWq5V5/PgxM3PmTMbf379U+iMQCJg333yTMZvNLvtiNBqZDz/88In9ljj7UalUzLRp05iUlJQi30yLxcLMnTuXEQqFpTa3pVW3p+0LBIIyacsdnoro5XPmzMH06dPp/zk5OahUqRJ69uwJsViM/Px8mEwmPHr0CHq9HjabDQzDgGEYCAQCMBwW9AKBwE5LTsqQ69jHHP9+0iAQCCAWi6HRaKBWq6FQKKBUKgEAIpGIjtViscBiscBkMsFkMiEvLw96vR4FBQWcYy5PCIVCiEQiyOVyyGQyiMViMAwDq9UKALBarSgoKEBBQQFsNhv9cXb/SgqBQAChUAiFQgGJRIKgoCD4+fnBZrNBp9NBp9MhPz8fZrOZzqfNZitWO1z/O65V9jhLCoFAAKlUCqVSCZlMBplMRueZjMVgMNBni+t6rv55AqFQCKFQCIFAYHcPnYGcK0sLF673iKv3CtdxhmGQk5MDtVrtkz5VrVrVq/JyuRxyuZxq3IuzNp8kyOVyrFu3DkOHDvX4mri4OJjN5lLsVfFRUFCABQsWICsrC5MnT0ZwcDA9l5+fjyNHjuD+/fvYs2cPbt++jYKCglLvU2pqKoYMGYIffvgBVatWpRYaf//9N44ePYqvvvoK9+7dK/V+lBYiIyPx5ZdfomfPnvRYpUqVsHnzZrRo0QI5OTk+b1MgEECj0UAgECA/Px9Go9HnbTzLuH37Nk6fPg2TyeTVdc7ey08T1Go13n77bTRt2hQikcijaxISEqDVaku3Y8XEjRs3sH//fowaNQoSiaTIeZvNhvz8fKSmpuL06dP4/vvvcerUKeh0ulLpD8Mw+PHHH9GjRw906tSpiEUawzDIyMjAhg0bsHr16if2W8IFuVyOiRMnYvbs2XbfFgKRSIRq1apBJBJx7g1EIhGioqIQHR2N3NxcxMfHQ6/Xu21XJpOhUaNGaNGiBWQyGW7duoXz588jIyOjTPcgT9KzX+akOyQkBCKRCKmpqXbHU1NTERERwXkNIQKOIA+qRCJBXl4e3RwTsAkL2diLRCKIxWJIJBKIxWI7MkdIHJs4cRHvkrzAybXOSIMrQQFX22Rscrkcfn5+8PPzg0qlgkKhgMVigdVqhc1mg0gkgkQigUQioQScLHpCmlz1qzgoSX2kPyaTCRaLxe4FyCbXjveI6/570kfH385gNpths9lgNBohFothNpuRnZ0Ns9lM55q0LRQKi9xPrvvnOG42iSX1iEQi+mM2m+m9ZY/fsR32+Mjfju2yBTZyuRxCoRBisZj+Js+CRCKhAhzHNsjaEosLXyf5+fmwWCx2wg9n61ahUEAqlUIoFMJqtcJsNiM/P5+OzRHFXU++WNvkfjr2w1Hg4CgocXW/iwtPNlISiQTR0dGoXbs23nzzTdSvXx8FBQX46aefoNPpUFBQgL179+LevXvIzc31Sb/KCi+88AIGDBjgcXmLxYLt27eXYo9KDovFgk8//RTfffcdpFIpPW6z2ZCenl4ugpLLly+jbdu2WLhwITp37oz4+HiMHj0ajx49KvW21Wo1QkNDkZaW5vONduvWrbFt2zbExMQUORcYGOgxqfEGAoEAL7/8MpYvXw6ZTIbbt29j9erVOHr0qEcb2P86bDYbzp8/7/JdJZPJEBQUhODgYFSsWBGxsbHw9/dHQUEB9Ho9tFotHj16hNu3byMzM/OJ2oy7Q4sWLdCrVy+P16bVasVff/0Fg8FQyj0rHnQ6HebNm4eEhAT06NEDgYGBMBqNyMjIwOPHjxEXF4ebN2/iypUrSEhIgMFgKPX7lZiYiKlTp2L16tXo2LEj5RharRZHjx7F119/jZMnT3ot9HEHqVSK4OBgREVFQaVSISEhAfHx8VT5URIIBAJ07twZ77zzDifhJmWIMNARxP33/fffR9WqVaHX6/Hzzz9jxYoViI+Pd3pPhEIhevXqhaVLl6JChQoQCAQwGAy4ePEili9fjuPHjz9VggtfocxJt1QqRZMmTXDs2DH07dsXQOHL9NixY5gyZYpXdTEMg/z8fBgMBmRkZFBC5LjZJ5o8ogmWy+VQKBSUyLEfoIKCAuTk5CA7Oxsmk6mI1pwNLk25O8LMJlTeaNAc23GsVyqVUi0sGQdQON82mw1CoZCOhwgW2MSoNFASgsFleUDqdKbJ9nQeuYgRl0aZ6zpCBrOzs5GbmwuGYey07Y5wReQdz7HXByHYMpkMfn5+UCqVkMvlAAo/VhkZGTAYDC7bZI/HlWBCJpNBKpVS0k1ASLertU2Is1KppKRUJpNRzb+zNU7aVSqVEIvFdCNBNkdGo5GuYV+s0eKsRfb7w7EeZ4IOrvXpa6381atX8dZbb7ksExsbi+XLl6Nr166QyWR2mgT2e3bGjBn4559/sGDBAhw8eNCn/SxN1KlThz4PnuDKlSu4c+dOKfbId8jMzCzvLtghLS0NkydPhkQioYKx0oBAIEBkZCRGjRqFRo0aoWLFimjQoAEOHTqEcePG+UwwFBgYiLlz5yI2NtZlX5xBrVZjwYIFiI6OBgBs3LgRv/zyi9t2W7Roga+//hoBAQEACjXtbdq0we7duzFhwoRS0+A9K/j777+xdetWp0SkTp06mDlzJlq3bo2wsDDI5XKIxWL6TibWZ/n5+bh27RqWLVuGgwcPwmKxlPFIvIdEIsHLL7+MwMBAj6/JycnB77//XiZWMcVFSkoKFi1ahDVr1kAul9P4TWyFUVnj9u3bGDNmDEaMGIG2bdsiLS0Ne/bswalTp6DX6322ZxaJRKhatSratGmDzp07o3HjxjTmS1JSEt5//33s3r27xMRbpVJhwoQJCAsLc1lOo9HQPR8bVapUwdKlS1GvXj36XnzttdcQFhaGadOmITk5mbO+gIAATJ48GbGxsfQ6jUaDTp06oWbNmpg3bx5++OGH/xzxLhfz8unTp2PUqFFo2rQpmjdvjlWrVkGv12PMmDFe1aPVaqHT6ZCbm0s36VyEWywWIzAwEMHBwfD394dCoQBQuOiJFg8AJTsqlQpyuRwpKSkwGo2wWq1OCZI74kdANO1sDaijgIDdb08fbLZQgRA1oFBrIpfLIZVK6UdFIBDAbDbDZDJBp9PZaRNLW4Lojng4M8l1nAtPTf5dnSupMMBms1FTffYHnatdZ6TTWV/IGvTz80N4eDhUKhUlxWTDKxaLYbPZighOnM2hYzvsZ4NYSchkMqrdZoP8zzAMfRbYfZVIJHYacnJcoVDQeXKlYReLxXbkSSAQUAJPXB/KyjSQy1LG3f1zvN6b496ACFq+/PJLfPvtt0hKSnJaNjY2Frt370aTJk3c1iuTydCsWTN89913GDVqFA4ePPjEa3/IBtRTpKen47333kNeXl4p9urZBrECKy2EhoZi7dq1aN68eREyPGDAACQnJ+PNN9/0ydr85JNP0L17d6fng4KCMGnSJHz00UdF2hMIBPjwww8xbdo0eqxjx4545ZVXcPjwYZftTp48mRJuAolEQl0kJk6c+NRZnJQF8vPzceLECcycOdOp4EylUuGTTz5Bz5493X7fpVIpWrVqha+++grTpk3D999/71Ny57jH8wVUKhVatGjhcRBOm82GX375BZcvX/ZJ+97AUVDtbg6sVusTZwKfnJyMFStWYM2aNXQf40vI5XKMGzcOM2bMQHR0dJF9V40aNbBo0SJcv34d165dK1Fb0dHRaNKkidvnonLlyggLC8PDhw/pMYFAgF69eqF27dp210skEvTu3RvXrl3DJ598wjk/QUFBqFKlCucet2LFivjoo4+QkZGBw4cPP/Xubt6gXEj34MGDkZ6ejvfffx8pKSlo2LAhjhw5gvDwcK/qSUxMREFBgZ1UjItkSKVSBAQEQKVSUbM9QmIEAgHkcjklrAzD0L8LCgqQkpLiVJsoEokocXW2MScvYEIuiKa9oKAAWq3WTlhgs9k8IoSOZIC0QV52EomEjoPMDTHTNplM0Gq1RawCSguO2lu2STIA2j8CT7XXvtYeegO25YOjJt4R7HXgzsSZ3EelUomIiAhERUXZmZkC/zPltlqtyM3NRW5urtO62VpZLu0+qY99XwDQ9QMAfn5+NHOARCKxI9Fswk7cNADQtW6z2eyk1VzzRNona4AIj4hgwWAweCTpdVwbxVnX7u6N4xjcWUd4K0BzhXr16sFoNBZxy+HCsmXLPCLcbAQGBmLdunU4f/480tPTi9tNO6hUKsTExKB3794QiUTIzc3FN998U2KNnlAodCu1J0hLS8OoUaNw9OjRErXpLUQiEcLDwyEQCODn54d+/fpBKBRiz549uHPnzhMv2ChLhIWF4dtvv0W3bt2clhk6dCiWLl2KxMTEErcXGRnp8rxYLMaUKVOwY8eOIiSvatWqGDFihN2x4OBgfPvttxgwYABOnjzptN6jR48WuZZgyJAhuHHjBhYtWsSvjf/H1atXkZycjJ07d2L//v0uLUA8JRZsBAcHY9asWfj9999dCjE9hVwux3PPPYeOHTuiYsWKyMvLw8mTJ3H69OkSuw9IpVL4+fl5VNZms+HSpUtYsmRJmQlxBAIBQkND0ahRI1SpUgX+/v5QKpXIycnBhQsX8Pfffz91LhTEKsLXEIlEGDlyJD766KMiQjg2YmNj0adPH9y4caNEpDQyMhIajcajcrVq1bIj3SqVCj169OD0uZfL5Rg5ciR+/PFH3Lhxo8h5ouBzhujoaLz77ru4fv26XZvPOsotkNqUKVO8Nid3BHmI2RJFLnNhQlSUSiWkUindCBMy7PiiJto1Pz+/Iia2bDg+CGzyQ+oUi8WQyWTUXyMwMJBKQbVaLeLj45GZmenWB9axDTYYhqF9JBpEAPQYCdii0+mQl5cHk8lkZxXgLTwlOGxtKvujQUgeEZiYTCanc+wMzghsWW5YPG2Ly0zZEWSeZDIZQkNDERwcTMm1SqWCSCSC0WiEUqmkftZyuRw6na7IOmTPjbO/2W2yfZWB/wU3MxqNVAttNpvtfLrZzxXx5yam9uS5UiqV9N6S9thg+6ST64k/uUAggEqlogIjTwOsscfGHrO368KZeb63VijeXuMM3nyUPPnAcoGsM1+ga9eumDt3Lho2bAiVSgWgcA4bNWqEyZMnl8jP0GKxYM+ePZgxY4bL/mZkZGDkyJEemf76EiKRCG+88Qbef/99+syQOXj77bcxbdo0bNu2jSdXKIzx4o5wA4VCoY4dO+K7774rk36FhYWhatWqRUj3kCFDEBoaWqR8aGgopk+fjrNnzzq1CHBFgAQCAaZPn47r169j7969Jev8M4Ju3bpRK0Z3z0pxtcqxsbGoUaNGiUi3QCBA1apVMWvWLPTr189uj/fGG2/gwIEDmDt3Lh48eFDsNvLy8nDt2jXUqFHD5T7CYDDg2LFj+OCDD/Dvv/8Wuz1vIBaL0bFjR8ycORPNmjWjrpsCQWFw1MzMTGzduhWLFy9+4lxnygMtW7bEvHnzXBJuoPA70rRpU8hkshIFXCRKRXeQyWSoXbs2jhw5Qo9VrlwZdevWdXpNTEwMunTpglu3bhV5/tLT0/H333+jevXqnGtWIBCgadOmeO211zB//vz/jJn5UxG93BnIBh+wDzjFNoklvy0WC6RSKQ3Ixn5JSyQSCIVCSCQSGgmdfT170+xKw8kmV0TjrFKpEBERgUqVKsHf3x8ikYiSEn9/f2g0Gty9exdJSUnIz893++FwNK8WCASwWq2UfAUEBNhpzI1GI408TbTdjkHiHLXm7si+pybeACiRJAIPdqAuYrIoFouRm5trZ67N1T77t2O/XBGcJ2lz60wjTUhscHAwAgMDoVKpIBaLqTUG0faKRCJIpVKqTSYfN0/M110JKdjkktwHALRdYgrOXt/ED5y80B395xiGsXNvcLQQIAIXsVhMNdzscYjFYvj5+RUxUXdnWeBMq18S8utJPVzPUVlYZBBBIkF55gH38/PDoEGDsHz5cgQFBdmdEwgEGDVqFABg6tSpxdZ422w2zJ8/HwaDARMmTEB0dDQdv81mQ25uLubNm4cTJ06U2DTPWwiFQrzxxhtYvHgxZ/DP4OBgrF+/Hg8ePMDZs2fLtG9PIsaMGeOWcAOF773q1auXQY+co2rVqhg8eLDT802aNEFERIRTbfy5c+dw+vRptG3blvN8YGAgPvnkE5w8eZInJyj09+UC2ecRYkv2csUlJlxaPG+ufemll7Bw4ULUrVu3yHdCpVJhyJAhiIqKwrBhw4pN7g0GAxYuXIiQkBC0bt3ars8MU5iR4uLFi/j2229x+PBhZGVllcm+RyAQ4MUXX8SGDRtosCw2hEIhwsPDMWXKFGi1WixZsuSp8KEvLajVasyePRsVKlTwqHx0dDSkUmmJSLen1oJCoRC1a9eGUCikPKRFixZOg68Bheu/R48e2LRpU5FsD0ajEVu3bkWXLl2cxiKQSqUYNWoUfvnlF/zxxx9P1F69tPBUk25ygwgR8ff3h1qtpj6hVquVkk6DwQCdTkcJOSEKbNJisVjsIi/r9Xq6WLk2/VxaMPKbmLRHR0cjNDQUSqUSCoWCEiniNw4USpMI6SSE2RsNHdEw6vV6WCwW5OXlURNhMp6CggI7E3xnxNRde1xmts7KEEGGRqOBUqmkDzIxKWaniyIRq7msBxz/Zv9mt0Ukq85ST3k7r74Al3aZC8RUOzg4GHK5HFarFXK5HBqNhmrLyMvTYrFQ4VJJtakksB4AKgxh3yf2cTaZI2ucBOkidRBhCikjl8upZQV7/AzD0OdTKpVSwRepg5iXE0sTEoPA2VjdzbG35NsdWXY878rsvLTWWmhoKEaMGIGxY8fabcIqVqxYrPqIRUFx4efnh1WrVmHs2LFOiT8h3levXsWqVauK3ZbZbMbChQuxefNmjBo1ihL8O3fu4Ndff0VcXFy5fMA7dOjglHATqFQqTJkypdikWyQS0U1MVlbWU+sPFx4ejtdee63M2/3rr7/Qq1cvt+UaNmxo56fdpk0bl1qfChUqYNy4cfjwww85z6empuLjjz/Gnj17nAYBrFGjBkaOHInVq1c/tfe1NCAQCBAVFYWOHTuicePGiImJgUqlgslkooGcVCqV14LOjIwMxMXFFatPCoUCEydOxJw5czitH9h9b926NXr27Ikvv/yyWG0Bheb2w4YNw+DBg9G1a1dERkYiJycHly9fxpEjR3Dx4kVotdoyfe8FBgbi7bffdvvNkclkGDx4MDZt2oTHjx8Xqy1iNUoCAT+NBK1ly5Zo3769x+XZ+6LiIiUlBVqtllpbuUKFChWo8lEoFKJhw4ZF/M0d0ahRI9SqVQsXLlwocu7EiRPYt28fRo4c6VTbHhERgVmzZuHmzZseuc897XiqSTcxW9ZoNIiOjkZwcDDdrCsUCmqSm5OTQ/NSA4WbQ7bGmR0Yi2zwMzIykJ2dXSR1kTMNliPRDAgIQMWKFREaGkqjTxMtNFD4EhKJRDCZTJSAE99Wbz62pC/kGmLOSwgpkQKzf3sLT0mEo9m5QFAYoZodFZsQKWKZQAQA7AeSS1tJyhONq6N/uFwup+RPq9XapZ1yJFnFMRUuLjwhb+SH+PtLJBK6ZoiwQiAoTOlgMBgoOeIKxOcMXGuWEF9H/36yDsmzQeaeCDZIv9lm6eT+kntrtVop8SDxE7gEPWazmZrNkzZIrkgSdV+j0dBUYt48G1zj9aXJt7v22Md92VZYWBiGDx+OSZMmoUqVKiX+KJvNZpw4cQIrV64stj+3QqFwS7gJBAIBYmJi7AQ8xUVCQgI++uijEtXhS7z22msuCTeBJ+tBLpejWrVqGDx4sJ0polqtRvfu3cEwDHbu3ImFCxf6zA+/LDFixAiv8837AkeOHMGsWbPcRr8vzjM7btw4fP31106JxYkTJ7B//34MGjTIaR0ffvghjh8/jitXrnjd/rMImUyGgQMHYubMmahZs2aROCdE6cC2pPIE2dnZWLt2LeLj473uk1QqxZtvvon33nvPIzIjkUhQs2bNEr/zkpKSsHr1anz11VeUgJKAo+WBoKAgjy1QgoKCoFarXZYRiUQICAhAYGAgNBoNVCoV/P39UalSJdSqVQuxsbHIysrCgQMHcPTo0SLa1ScZxCrAU998oFCoWlKz66SkJPz7778eadeDg4OhUCiQn58PkUjk0TUBAQHo2LEj/vzzzyJrW6fTYfXq1WjTpg1q1KjBeb1AIED79u0xbNgwfPbZZ090tH1f4Kkm3TKZDOHh4ahevToiIiLoR5TtW0oIrVarpYGdtFotNeclvqT5+fnQ6/XIy8ujfs/sXMikXsC5CSshIiqVChUrVkRAQACUSqVdBGqxWEw1lQzDQKFQIDc31y4QmiN5ZbflSsPH1pKz4Skx44IzraEz4souT6wHzGYz/dgQqRkZL9HCO75YHOdULBZDoVDQuWT7ErO1rAJBoS8+SenFFd2by0KhpKSopHWQqPnEpJqdP95qtcJgMEAqlSI/P59uMEhKLk/7xwWGKcyFbjAYqEBDKpWCYQr9q/Pz8+3un2NdAsH/opCTPhEBitVqhVQqpf12tLBgmwWaTCZqJk0CDZJxkmeI3EtXpt3sfjk+T+xrHZ+pkmqly8KMHACqVauGXbt2oUGDBl636Sh0S09Px7///otDhw5h3bp1xTb7UygUWL16NcaNG+dxn5o2bQqpVOrzfKfljR9++AFdu3Z161e/detWl+erVKmCd955B+PGjStCMtiYOnUq2rZti3nz5j11UWAbNGjgcVmbzeaTYFcAaJ7YuXPnuix39epVr+uOjo5G48aNnZJuo9GIOXPm4IUXXnAaOFatVuOLL75A586dvXbBYFvuPU1rgQtEEP32229j+vTpTsmtQCBwaiLOFiwXFBTAZDIhKSkJly5dwq5du3Dy5Mlivfc6deqEGTNmeES4CXzl9mOz2aDT6Z6IFHNZWVm4d+8eKlWq5LZsQkICsrOzOc+p1Wq0atUKPXv2RMuWLVGhQgX4+flBIpHYWUaStT1gwAD8/vvv+OSTT3D+/Hmf5LMubUilUrc++WwwDIN//vmnxMHcdDodtmzZgueff97temWnHQbcR54HCveurVu3hkKh4AyWd/36daxfvx6LFy92KuiUy+V47bXXcPjwYdy6dcttm+zrwsLCIBQKkZWVZWed/KTiqSbdISEhlHBrNBqa549o2ogmTiKRwN/fH/n5+cjJyaEEOzExkeY6Jma2xAzbmSm2I9FmgxCQwMBAGi1dJpNRDSbR+BKSSQKJkb+dEQrAeeonZ+U8MaMmZTwh9K7gitCZzWZotVo6B+Q4IY8kyBuXdIvMJ9H6qtVqSKVSqhVlmzYT0k5SWBGCnpKSYkdOnZkhuxIkOJZ3Ne/FAbkHJC83WSvE+kGv10MikcBsNlOtdF5eHnQ6XYkEB6Q8IfUkCjl7TQCwezbY5JUIpUjgQSIIAf5nhWKxWDiDFbL7QCKxS6VSqFQq2Gw2alZF6tVoNDCZTDRPpqvxEkENiSVALEFIijXixuFsTTyJZmsKhQIxMTHYvn27V2SFjQ8//BD79u2j/+fk5BRLy+OI9u3bY9SoUV4JAX777bdnjnADwN69eyEWi/HZZ59xkiqGYfDjjz/izJkznNeLRCIMGDAACxYscKoZcESjRo3w/fffY/v27Xj77befiM24r5GXl4dDhw75pC6bzYbPP/8crVu3RseOHZ2WcSRjDx48gE6nc7lxFQqF6NOnDw4cOOC0zIMHD/Dtt99i5syZTss0adIEffv2dSucYaNp06Z46623ULduXVy7do1Gzr5169YTvxHlQu/evTF69Gi89NJLLgVPrpCTk4OlS5fi2LFj0Ov1yM/PR1ZWFnJycoo9JzKZDOPGjSsSs8IVbDYbEhMTn8hvS0mQnZ2NBQsWICIiArVq1XIqWMjKysI333yDjIyMIudq1aqFJUuWoEOHDlCpVB5ZByqVSvTs2RP169fH5MmTcejQoSd+bkkcJ09hMplw8uTJEmt+GYbBwYMHsWfPHgwfPtxlUDW9Xk/30larFbdu3fLIeiQmJgZKpZKTdBcUFGDLli1o164d+vTp43SNVKtWDZMmTcLMmTM92hvExsZi7ty5aN++PUQiEZKSkvDnn3/it99+w5kzZ8rc1cJTPNWku169eggPD6caZGKaKhKJ6GZbKBQiLy8PGo2GaphNJhP8/PxgNBqp+QbbBBv4n4THmRbXEYSoiMViqNVqO/NgQgLZGj+LxQKj0QitVouMjAyYTCanptBssufMRJaLjLtbcO7G48m17D5zCSRI2gWr1QqFQkGJt6PAwVELR+ZToVAgIiKCRsQkpJRoRAlZlcvlMJvNlIgrFApqfpWSkuK1QMMTAuFrgmaz2YoEEyMRwtlp5Ww2G305uhqXp/0l9ygnJ4c+RwBoEDcARfyoiECF5IMnz55AIKDuDYTgkradCS1I+1qtlhJ0mUxGCTcJgkjMzNmR+p0JR6RSKYKCgmg9bKsBnU4Hg8HAue58BW/MHD3BoUOH0KBBA682eo544YUXsHDhQp+Pt23btl5tihmGeabzEe/evRt//fUX1q5di8aNGyM4OBiPHj3CgwcPsH//fmzZssXp+OvVq4dvv/3WIxN1NjQaDV599VUAwOuvv/7Uazkd8fvvvxfbF5QLKSkpGDFiBLZt24YOHToUOX/58mWcO3fO7tjFixdx9OhR9OvXr8Ttb9iwAX379nUqWBGLxVi4cCHOnz+Pe/fuua2vfv362Lt3LzUHrV+/PoYNG4asrCwsXrwYGzdudKplfFKxadMmpwGYPIXFYsGBAwd8GlBRrVajYcOGXl2Tm5v7TAaKYhgGp06dwvDhw/HGG2+gc+fONPAW+abfuXMH27Ztw549e4oIOkQiEV555RX06NGjWJkzKlWqhHnz5uHcuXNPfPBBR2WGOyQmJvosz3peXh7mz5+PkJAQdOnShdNPm2jWCXG22Ww4c+YM9Hq91xpyR2RmZuL9999H5cqVnT47IpEIw4YNw+HDh3HkyBGXzwpJ6zhq1Cg6ltjYWLRq1QpjxozBmTNnsHLlSpw8efKJi4pefmFufYDo6GhoNBr4+flRDbJEIqEBnghBY+etJn4iUqmUEjmyGSfabWfBxtzBkbyRjZPVakV+fj5yc3PtzGiJljA9PZ2SbmeadUeNpqfCAG/ARZp9oe0mmlKdToesrCwqaSbE0THHOhsWiwVarZa6C7DNzQlJ9fPzg0wmo378RNhBgusRQuDYR7YQgz12TwQOjuW9uQdc80zGLhaLqZbXZDIhOzubxhkgVhr5+fk0qJo3rgOuhA7EzDs9PR0ZGRmUmBJLBJLbnb1GibkeiXbO9vkG/hcwz1UgDlIX0bbrdDpqBUE+woSEE+sRtj+/s/knfv/sOAAymQwqlQrBwcGUkLPdOtj3p6TPlK/NzTt06FAiwg0ASqXSR70pGR49eoQdO3aUdzdKDQzD4P79++jTpw/atGmDfv36oUGDBnjppZewZs0al+Tn0aNHxQ6wJhQKMWTIENSvX7+4XX9isXfvXp9ra5OTkzF06FDMmzcPf/75JxVs3r17F+PHjy+itTGbzTh69KhPBBoPHjzA0KFDodVqnZaJjY3FpEmTPKqvatWqnP6XQUFB+OSTT7Bv3z5ERUUVt7vlgpISbqCQILtLzeQtiAuWN7hw4QJu377t0348KbDZbLhy5QomT56MLl26YMCAARgwYABeeukldOzYEQMHDsS2bds4taDkeStJCsk6deqgXr16JRlCmYC4OXiKK1eu+DSw2MOHDzFx4kR88cUXSEtLs3uPMQyDhIQEbNmyxU6z/tdff3mUrpS4AbjC9evX8e6779LAh1wIDg7GnDlzEBYW5rIumUzGGeRNICiMfdStWzds2bIFs2bNKvG+ydd4qkk30a4R31FCsknE47y8POTm5sJgMCA9PZ1GQDYajcjLy0NWVlYRDSKb0BZn42yz2WAwGGjbhHCTtF3EfJ1oCZOTk5GdnV3Ef9yxbWfk29ebe1f1uTK55irrqLEnQgZ3JvzstiwWC3JycpCdnW1njUAsBQghJaZjRCNrtVqLBGfzdh7Ij6O/PTlfHMEMe2zs3wzDQKfT0TERMms0Gqn5PVlLZLyeamk9uadkXk0mE3JycpCZmUmtMAgJd9xsEg01IeCEfBM/brbW3BWRJW0TM3MS7ZyQfELcZTIZNBpNkRRZzsAOukeCtBFhXEBAAMLCwqBUKu1IPPt++PrZKk+YzWZcv369VDQt9+7d85gQWa1WfPHFFz7zz32SYTabce/ePRw4cAB5eXkebbiysrIwdOhQHDt2rFhtajQap77CTxpu3rzpUbmkpKQiWmdfITU1FR999BHatm2Lli1bomXLlujcubNTf+6DBw/SgKwlxdWrV7F06VKX62LEiBGoVq2a27q4AlUSiEQitGvXDjt27ED79u2fqfeaOyQlJSEtLc2ndRLhtKfIycnBZ5995rN186TCaDTi1q1bOHz4MA4fPozz58/j4cOHyMvLcyqostls2LlzJz788ENkZWUVq12pVOpVcLLygtlsRkJCgkdlLRYLfvnllxL7czsiISEB77zzDnr06IElS5bg1KlT+Pfff7Fnzx68+uqrOH/+vF35jIwMnD592u2+geyxXIFhGPz2229Ys2aNy3G1aNECQ4cOdUniCY9zBoFAgIiICLz33ntYt24dqlat+sS8955q0k3SgYlEIhQUFMBoNNLcvzqdDunp6YiPj0diYiLu3buHa9eu4datW7hz5w5u3bqFlJQUu0BbXJpQ9m9XYPu5ZmVlITc3lwZky8vLQ3Z2NgwGA3Jzc5GSkoKMjAzcvXsXcXFxMBqNRT6arvxVuczL3fXLW3AtUE8XreM42H0gf7PJtjsNbEFBAbKzs6kZPrnvZG7J3+RcTk4OcnNzodfrXQZW4CKChGyxI2kT0kcIHCFp7DRangpqnGlmiZ92ZmYmMjMzqTUAIeIkVoHZbKaWEc7SonHNI9d5x36w5zs/P58GFWSvT8d7S9Lssf3qSUA/IoX0ZA2Sts1mMyXepC5yT4gbAbFscbVGiUCH7XZCXA/8/PzoT0hICNRqdZHI7E+qb7cnyMjIQGJiIv05fvw4Bg0ahDfffLNU2tu3b59H2tmCggKsXLkSK1euLJV+PCtITU3FK6+8gt9//93ra+Pi4oqdAqms8d1337k1+7VarZg9e7ZHJtYlgdlsxuXLl3Hx4kU8evTIabmkpCS7uAglgdVqxbJly/DTTz85LRMaGorJkye73dCeOnXKbXyGtm3b4qeffsKQIUOemA2oL2C1WpGTk4Pk5GQkJycjPT0dSUlJ+OOPPzB9+nTcv3/fp+3l5eXh+++/98jvVKvVYvHixTh69KhP+/AswWAw4LPPPsPrr7+Omzdvem1JkpmZ6ZE2trxhtVrx888/e0SkL126ZJeu0JfIz8/HpUuXMG/ePPTp0wddunTBqFGj8NtvvxXxHzebzfj11185rRTY8HSvZLFYsGnTJqcxTYBCIcq4ceNcpqEzm82c0dIdIZPJMGDAAHzxxReoXbu2R30sbQiYp3BnmZubC39/f0ydOhUqlYr6a+fn59NIzFlZWcjMzERubi7NVU2Ig6PG1ZvUS67ANn329/dHZGQkwsLCqF8pSROWlZWFhIQEZGRkwGAw2PXNWzPhkn48nWn0uHy2vbm+pHAkQOxUbBqNhs4pIVPEX59o0ImWOCMjgxJvd/PLbouQa2JBQfKrk3VDLBWckVGuOXM8xp43Mr7AwEBUrFiRmgKTSOLEWiI1NRWZmZl2cQg81XY7s1RwFBg4EnFX1xJz/pCQEOqywa4vPz8faWlp0Gq1bs3h2fc5MDAQoaGhNDgbeU5JEMS0tDQYjUbOly7xBQ8KCkJAQAD1NSLm5GSdEGsCs9lsp813JvxydU+d+auz68nOzkZOTo7byNbFwZ07d/DHH3/gzJkzOHPmjJ1ZGhFEliaio6MxadIkjB49uogZ671795CWloYNGzZgx44dPpfeP6sIDw/H66+/7lF6K6CQcA8aNAiXLl0qVnsikQjPPfccpFIp+vTpg2PHjiEvLw9WqxU3b94slfvWvXt37N27l9OHPSkpCe+99x62b9/+RAXda9iwIU6ePMmZ/shms2H48OHYvn27x/VVqlQJu3btQvPmzTnPZ2RkoFWrVi4FD0KhEF988QXGjx/vtr3c3FxMnDgRP/zwg8d9LC5Ka3vJMAzS0tJw5swZHDlyBP/88w+1npHJZDCbzcjOzrYLNupLaDQazJo1C6+99hqCgoKK7IEsFguuXLmCJUuW4MCBA0+cX+mTCIFAgCpVqmD06NHo3bs3YmJiaHpfZ3tMq9WKTZs2YcqUKV6/n0g60ujoaISFhUGtVtNvpV6vR2pqKh4/fuzTFFb+/v744Ycf0K1bN6djevDgASZOnIjffvvtiRD8h4eHY8eOHXjhhReclomLi0O7du2QmJjoUZ2dO3fG999/7zS/vcViwfz587FkyRKnxLpp06Y4ePCgR5ZdVqsVv/zyC1599VWX5u2+gLt79lST7kmTJkGj0VDT8IyMDKSmpiIrKws6nY6moyKmq47k2hNtq7dgE28SdZn4F5O84cRflphBe+ubW5rgIlzkb3fwBQF3pm1kk2FivsyeV/a1hKSSCN9sFwJ2O1xkUywWQy6X01yRCoUCCoUCAOyi3Ofl5SEjI6OIr7Mnc8GlFXcULISGhlLNrkAgoJp+Mh5vhDTu5tsTbTnXNeQeicViKJVKBAcHQ61WQ6FQUH9vs9mMx48fU4LsieCD3OPg4GAEBARAKpVCKBTS59lqtSIjIwPZ2dmcZpVkLpVKJQ3CxzCF6fmI9p2YwxNtvU6nQ2Zmpl0/2eASPnijDfc16WYYBnq9HkeOHMGXX36JS5cuPRHROmNjYxETE4MqVaqgQoUKOHnyJK5fv46srKxnLrhXWUAoFKJp06bo3r07GjVqhDZt2nCSvcePH2Pw4MHFItxBQUEYNmwYBg8eTFO5sVME2mw2nDp1CitWrMCRI0d86lstFArx2muv4a233rJLO/Tnn39izpw5OH36tM/a8iWGDBmCDRs2FHmWLRYLmjZtin/++cer+ipVqoSdO3eiRYsWnOdXrVqF6dOnu3y+69evj9OnT7vNhQwUams7d+6MixcvetVPb+Hr95HZbMbNmzexY8cO7N+/H3fv3i03QiuRSNCgQQN07NgRtWrVgkqlglAoRGZmJk6cOIHffvsNGRkZ5f5OftogFAoRFBSEqlWrombNmqhXrx6ioqKgVqupj35gYCDy8/Nx6tQpfPTRR15pusl9GzFiBNq2bYvY2Fhq7QaA8oXU1FQcOHAAixcv9ilRe+6557Bq1Sq0bNmSxpUi7oUnT5584tKgCQQCvPTSS/jqq68QGRnJWeb06dPo06ePxy4CEokE77zzDubOnes01sylS5fw4osvOo17IZfL8cUXX2DkyJEe8Q6LxYJPPvkECxcuLHZ6VE/wTJPuIUOGQCKRQKfTQavVIjs7m5qYsyMTO272HU2dfQk2gWObKLPNkAl5Y/uRs/tVXnBmak3+dgdHoukJCecydyZz59gu+zzb15rL9I5oux3nmKtO4H8prtgWCuSFSMylifbbYrEgLy8Per0eDx8+REZGBmc+cHYbbNLmzB/fUbBANOzsgGVcQeec3Zvimkg7Wjm4Kkd+SJ5x4icNgFqckEB4joE7XNVJ7kdgYCANlggUbrpIUMKMjAwqUOGqQyqVIjQ0FIGBgVSYQlxRANgJ5IhbSGZmZpG+OvaZS2DjiUWIL0g3mc+vvvoKu3fvxsOHD30qiefxZCMmJoZTK6zT6YrlJ9+pUyesXbsWtWrVclvWbDZjxowZWLNmjdftuEN4eLhdOp3Hjx+7NWksTwgEAgwZMgRffPEFfZ51Oh2++uorzJkzp1hWATExMdixYwcn8f7777/RokULl5tFlUqFX3/9Fa1atfKovR07dmD48OGlurkvyZ6GvFNtNhtycnLw119/YevWrThy5AhSU1PLfb/EBts9qbQyYvxXwd5Hk++4QqGAzWZDVlaWV1YwQUFBeOeddzBmzBiEh4e73Z/abDaqSfeltU1QUBDq16+PBg0aICQkBFqtFufOncO///77RPr+SyQSDBs2DB999FGRgI06nQ7vv/8+PvvsM6/2IhqNBu+99x4mTZrEGR09MTERHTp0cGnh88ILL2DXrl1ONeaOePDgAbp37447d+543E9v8UyT7gYNGoBhGDtTX64I5K5IrTsTYGdw3HhzETk2oXNsj0szWhpwNx5nBNARxemfq3odNdqEuJE82yQgHtFIEtNutgaGRJ5nmP+5DLDvuSfklG2ZEBoaiooVK9II14ToWa1W6PV62j/ie2wymZCYmIg7d+44NXV2NifOSDd7ThzXDZem2Feabsc+uVo3joIS8puYmhNTWKPRSIOiOabgc7cm2cTb39+fRqEn5uBarZbmWnVGuoVCIVQqFSIiIqBSqWhUePY4iWDGbDZDr9cjOTmZ+ss7wp1QydWYSkq6p0yZApvNhl9++YUSbx5PN0QiEZo2bYphw4ZBKBRCp9Nh+/btbjcu+fn5uH//fomf/Q4dOuD7779HRESEx9c8ePAAbdu2LXUTvacBAoEAL774IqpXrw6gMM3Y5cuXS6RFiYmJwTfffIPnn3/eLgXPrFmzsHTpUrfXDxkyBNu2bXPrAw4UbpYbNWpUqv7yJVmj3333HYxGI/79919cuHABt27deiZz0P+X4Ofnh5iYGNSsWRM1a9aEQCBAcnIy4uPjaQwbtjso2duT735J1pNCocDy5csxfvx4l+mtHJGamoq2bduW2nNSXOVIWUMikaBt27aYNm0a6tWrB7FYjKSkJPzwww/YvHkzcnJyvK5TrVZj8uTJmDlzZpFsBffv30fnzp1dWjEoFAp8+umnGD9+vEfvPLPZjHHjxmHr1q1e99VTPNOkOzo6mm6inZmLs3870+S601JxabM80QA7khNXpL+0HjxnAgEuE2dncDc/xe0X2zxZoVDA398foaGhNJ83wxRGxRYIBNSXmki+SX+IbzMJQsZOpeWO4JGxk9zqMTExCA8Ph0qlQkhICBQKhV0gM6vVisDAQCoIMBgMSE5Oxs2bNz2OJu7JvHORWndjcbeO3K1hV9ptRyGSYz+4hAXOnkeua531ly0QUSgU1JWE+FyRyOlcFitsc/3w8HAEBQXRtBZWq9Uu7RzJ/W2xWJCUlMTp2+0MngqsSkq6PXlOeTwdUKvVGDx4MAYNGoQ2bdrYmdd5QtiMRiPOnj2LTz/9FL/++mux+lCtWjWcPn3a60jnZrMZjRo1wo0bN4rVLg/3kEqlePPNNzFlyhRERkbijz/+wNSpU3Hr1i2316pUKhw7dsypfzgbZrMZDRo08Kje4qIkewa5XE7diXg83VAqlejZsyfGjRuHJk2aQKPRUF9t4rJH/KnJfstsNtPsLXq9Hrdv38YPP/yAP//8s1hronfv3ti2bZvbnNOO0Ol0aNOmjdcuI88qFAoFgoODIRaLkZ2d7TI6vSeQSqXo27cv3n33XdSpUwcikQgmkwlff/01Zs+e7TJKOVAYY+PAgQOcKRMdYbPZ8Mknn2DevHml5u7m7p3nPIHuUwCLxWJHugH32iZnxzzVbpMfZ/U4IzSutJPutMGurnFl8uqqfi5ix+6vs7p9AUftaEBAAKKjo+Hv728XQEwgKIzWTcysTSaTnSWD2WxGQEAAGIaBWq2GSqXCw4cPYTAY7LRFrqwSCDELCgqCRqOBRCKByWSCVquFTqej91sul9No2HK5HAaDATk5OZTkF2f8gHthkKck3tn/ju1xlXG2dtiWGsTcHQDVXnNZE5B7w27Hce17sp7IeZIejmQnINYN7nzaSd9IGjJ/f3/afxKcjpitmc1mKiV1FhXdGVyVLW2BGo+nDwqFAhs2bMDQoUM5z3uigZFIJOjWrRsaNGiAVq1auY1a7QilUomPP/64WKnF/vjjD59Hg34SERERgV69euHBgwc4ffp0mQb/M5vNWLZsGb7//nsEBgbi7t27Hrev0+mwcuVKfP/99241PyKRCLVr1y5V0l0S8AEXnw1IJBLMmjULM2bMoPFx2CBuezKZzCUh7tq1KwYMGIDXX38dBw4c8OqbqlAoMGbMGK8JNwCkp6cXO53Z0wKJRIJGjRqhWbNmyM3NxZ9//olHjx5x5k83Go0eB0zzBGazGbt27cKFCxfw4osvonLlyrhz5w4OHz7slnADwLVr17B3715MmTLF7d5NIBAgMDDQzmK2rPFUk25n2ijHjb0rUuuMgDiSD7JBZ5N8LtLBBS6toLP+cI2Dq39cdTp+ZD0VJHDVwSZMpUW4iZY7NDSUkl6i1SbH8/LyaKRyYnJEolkDhSlV2L42gYGBMJlMdJ7YPtnssbCFJyTavEajQUBAAK3PZDJBrVZTjSjRsgoEAqptzczMpH3xVINLyjoT4DjW5cl8utJcc5V3Vo/j/0KhEAqFAlFRUVCpVNSf3WAw0FRtXDETPHn5eSNUIFYNruaV6zi5Z3l5eXam7wzDQCKRUOEMub+uckM6tsfVT1dlePDw8/NDmzZtfFJXREQEVqxYgeHDh3tFUAICAtClSxev2zObzVixYsUzT4YiIiKwdetWdOrUCQaDAb///jt+//13bNu2zec5n13h8ePHePz4sdfXHThwAJcuXXKr7RaJRHjhhRewd+/e4naRBw+3CAsLw8iRIzkJt7eIiorCjBkzcPLkSa9crIKCgtCkSROv22MYBocPH7bLBvKsQSgUYvjw4fj4448RFhZGA9WePXsWX3zxBf74449SjxvDMAzi4+OxceNGj/eGBAUFBdi6dSuGDBni1rebKNDKc2/2VOfp9lRS4Y7gcJUF7CMpkyBRsbGxqFChAsLCwqifqaN2jIv8eGKO7ghXBMmV1t1VHezriISRpGWSyWSQSqU0H7VjO94uVFdmyuz5IESWmFZKJBIwTGFUaalUSgOJsa+TSCQ0xQPxJWb/JuUcI5Zz9VEoFEIul9Oo6OHh4QgJCbELCkZMoIh/d2pqKh4+fIjc3FyqdWWvA3f3uTgPvScCG2+05O7Ajqbu7+9P5zw8PJym2VAqlZw5rtl/O7OqcAe2cMtRyOXMpJyrjoKCAuTm5tJsAWR9s8dJzM3dzTH5cQySWJzn40mGWCxGhw4dsG3bNvzwww/o0aOH08ilTyvK455lZGTgm2++8YkgUyAQoHnz5l75JxYXZrMZ8+fPx2+//VbqbZUnhEIh3nzzTXTq1AnA/8xily9fjuPHj+O5554r5x66h8FgwKpVq0o1Qu+zBoFAAI1GgxYtWmDo0KEYOnQounfvjvr163uUru9pgWNg37IAsVbzFapUqYLg4GCvrpFIJE6jZDsDwzC4ePEiPv3002f6WapYsSLmzJmDyMhIyneioqLQv39/fPfdd+jVq1eZfSc9VWQ64urVqzhy5IhH10kkEo/GIxAIqIWnL5+Xp1rTDbj3qWaTEE+0U+xrRSIRFAoFQkJCEBwcDH9/f/j5+VHtaX5+PhISEhAfH4/8/Hw701rHurj+d9U3T+Bopsw1NmfacrbJMIkGqVarKanUarXQ6/VFokM7a5NL08h1nWMZq9WK9PR0iMViREREwN/fn26G8/Ly6IaSEGoiLSWkKz8/H0KhkObO5vKt5hJ+sPtCSD3pD1soQfx/BQIBTUuXkZGBlJQU5OTk0EBcXGPzNYpjUcF1T5wJH7iOyWQyBAYGws/PD1arFUqlEhaLBXK5nD4HJMgJAfmwkzljm4IXZ47cWaw49tnx3ttsNhgMBmRnZ0MsFlPCTNaJYw52T94LcrkcKpWK+h/p9XpqicHu89MGgUCA4cOH02ApUqkUQGGApocPH+Kjjz7Cpk2bnsr0XxKJBE2aNEG1atXw3HPPoVOnTmAYBrt27cKJEyeKnd/aWyxduhTR0dEYOnQo/Pz8SrSh2bt3L6cJoCsQQZQnsNlsuHfvHj777DOsX7/+mfevbdeuHaZNm1bkuFAoRJ06dfDdd9+hffv2T2SEYTb279+Py5cvo2XLlk7LFBQUYM+ePR7VFxgYiC5dukAikSAuLg4XL158ZoiISqXCwIEDMWbMGDRo0ICaIJNYMb/99hvmzJnzVLpVKJVKVKtWDTVq1EDNmjXRsGFDqNVqPHz4ED/++CNOnDhR6vcxPT0dGzZswPz58z1KZ+cO8fHxXgcSNZlMyM3N9ZisZ2dnY8+ePfjkk09KNdDgk4DWrVujSpUqRY4LBAJERUVh7ty5uHjxop3VDVFUicVimlGmPPc8+fn52LBhA7p16+ZS280wjEc+6MHBwRgxYgS6desGmUyGf//9F7t27cLFixdLnKLwqSfdzuC48Wb/Zm/MuUgvIaUymQxRUVGIjo5GSEgINBoNzflLAj8EBQUBKHwRkJvhbPG5I8meaDK9MQ/mqpMQIoVCgYoVKyI6OhpKpRICgQBKpZJGjExNTcXt27fpy80VaXIUbjgeZ4/XkQzabDbqI6LVaqmZt0qlglQqpS9pR4LEJtoGgwFarZbmzfZkY8jub0FBAbKzsxEWFga5XA6LxWKXP5GQytTUVDx48ABardYuwqajabUn4FqDXOe4/ndVp+MY2WPlKuOqLmKKQ0zsJRIJFAoFTZtG1k1eXh71tRcKhTSXpkKhgMlkQnZ2NhXgsEmpt6biXGvI2Zgdn7WCggJotVqqtSAfDKBQq5ufn0+Dt7gCOyI6sRAxm83Q6XTIzs6GTqd7aokJIdzr1q3j3BzFxsZi1apVMBgM+OGHH8qhh8VH48aNMXPmTLz00ktFxta8eXMkJydj+PDhOH78eKn3xWg04o033sDSpUsxYMAA9OjRAy1atPBYY11QUIB//vkH+/btwzfffOO1ACQtLQ0//vgjJkyY4LKc1WrF+vXrsWDBAqSnp3vVxtMKf39/l5rNBg0aoEuXLvjxxx/tjkdERKBNmzZITk7Gn3/+We6EVK/XY+XKlfjmm2+c+rEaDAaPzNfr1q2LHTt2oFatWnZR9ufNm4eUlBRfd71MoVKp8P777+P1118vMk9CoRCBgYEYMGAAFAoFRowYUawIzeUBgUCABg0aYMGCBWjVqhX8/f2LWHINGDAA7733Hr766qtSFaIWFBTg888/x8OHDzF69GjUrVsXQUFB8PPz89idi7iXXb9+HfPnz/faxzo7Oxt//vknKleu7Ladv//+G++99x7++OMPj3yKn3bUrVuX7oW48Nxzz+H555/H9u3bARQK4EaPHo0+ffogKCgI8fHx+PXXX/HTTz8hISGh3Mj35cuXsWfPHpeRzG02G+7evetyjyaTyTBv3jxMnDiRxgFq3749Bg0ahA0bNmDFihUlEro+s6TbG3ARU6lUirCwMFSsWBFhYWE0XzDR/pHcvnq9HlWqVEF6ejolYK7yEbNN3T3V4DkzXWcf88SnlJjQqlQqVK1aFTVq1EBQUBAYhoHRaIRcLqekQyAQ0JRPBoOBjsmRzHNplB3JnjOtM9uUJD8/HwUFBdDpdEhNTYVMJoNCoYBSqaRRp9lE3Wq10v4RAuyYn51rvrn6T/I9pqSkQC6XQyaT0SB9REKam5uLuLg4ZGdn00jmXCm8ioOSWjw4g6eaYXYfHM+JxWJ6Ti6XU213QUEBNVNTKBTQ6/UQCoXQaDSIiYmBSqWivvgkyntKSorTwHNc98fdOnMHdjmi7SbEm3xkiFCFrCdnmm6yhsRiMQICAqjVBdF8E6uRx48f0+fladN2Dxs2DJ9//rlLbYRKpcL06dNx8ODBJ17bR9C4cWPs3r3b5YYrMjISq1atwvPPP4/c3NxS75PJZMK9e/fwySefYM2aNXjxxRdRqVIlDBs2zCn5PnjwIOLi4qDX6/HLL78Ue/6tVivef/99VK9eHR06dHBabteuXZg5c+Z/YuPpKUQiESpVqmR3rGvXrvjmm28QGhoKi8WCgwcPYuXKlfjzzz/L1SLkxx9/RNeuXTFu3DjO83v37kVcXJzbeqZMmYI6derQ/1UqFcaOHYsOHTqgU6dOXgfye1IgFosxdepUTJ482aXpsUAgQPv27dGsWbOnwr1CKBSiQ4cOWLduHWrUqOG0XHBwMN59912cOHECt2/fLtU+mUwm7NmzBz///DMCAgJQpUoV1KhRA/Xq1UOtWrWgVqvtUnoS5U9ubi4SExMRHx+P+/fv49y5c0hOTvb625qfn48vvvgC7du3R1hYmNNyd+/exWuvvYbLly8/dd/v4kAgELj1tZdKpahTpw7d6y1YsAATJkygVnD16tVDt27dMH78eCxcuBD79u0rF6GjyWTC+vXr0a1bN8TExHCWIfnQXd3b6tWrY8iQIZRwA4XzFBERgRkzZiAzMxPr1q0rtnLlmSHdnmoDPalHJBIhMDAQlStXRlRUFEJCQiCXy+Hn50fJBFAoKZZIJDTqtl6v5yR4XP30VKvN9iFlEwhH31Zn5IRdj0gkgkqlQrVq1Wg+akJo/fz8aORuYjIcExOD5ORkajrCJt5cfSVtuhsjV3+JwILk4ibBr9jjJ2Cbc7Pngsu837EdrvkihCsuLg65ubkICgqCVCql5mXsPhG/YEfC7eqeO/bHUdjC/s2lzfWkXndwdj8c54K95tjrjV2eaLSJEIfENRCLxQgPD6cWIWKxGGKxGDKZjFpXxMfHU22wp2vEcT64LEYc55DL8oBEMicaehIgj7hUsPN+c801sX5Rq9WQSqXUn50EZBOJRNDr9TT9mKt5f9JQoUIFfPTRRx6lM6tcuTLkcnmpkm72Bqy45lxCoRCzZs3ClClTEBUV5bZ8/fr1sWjRIkydOrVY7RUXBoMBP/30EwDg888/d1rOlwQuNTUVQ4cOxaJFi1CpUiW0bdsWiYmJuHbtGgIDA9GuXTvcvHmTJ9wcGDBgAFatWgWGYVCjRg1s3boVISEhAArX7aBBg9CzZ0+8/fbb+PLLL8uNeNtsNsyYMQPh4eHo2bOn3bn09HR8+umnbvsWEBCA559/vshxoVCIqlWr4rXXXsO7777r036XFV588UXMmjXLI19fhUKB2NjYUu8T1z7OGwiFQnTp0gUbNmwoIhziQsWKFdGhQ4dSJ90AqHLHaDQiOTkZZ86csdvbsvd45BvsK8UGUJh5YezYsZgyZQpq1KgBiUQCvV6P7OxsKnxfvXo1/vrrr/8E4QYK5zk7O9tlGWIFS6wnhg4dSgk3gVgsRr169bBhwwYEBQXhm2++KRfife3aNaxevRqLFi0qIkywWq04dOgQ/v33X5d1NGnShL7PHaFUKjFhwgTs3bu32BHcnwnSzUVaXMGV1oxsoiMjIxEaGorw8HAEBwdTbZZEIqFEgyuKqyMhcEa8HcuS/9k/IpEIYrEYSqUSSqUSUqkUVqsVOp0OOp2O+hNzEQxHksIm3FWrVqX1kXMymYz6FxYUFEAikUAqlVIza2/ml2tOXBFHNvEmZbgIvuO42NezfxzrdlYHu4zVaoXBYIDZbEZ6enqRVHTEnJ1o0h03K86EK87GwF4DjgHYHK0lXI2dqw9cJM8V8XOm2WULQdiaYUKCiPVBfn4+lZgSLSlJraZQKCgJjYiIgM1mQ1xcHE3/xrVmPRFIsfvoqhz72SBp5tLS0pCfnw+VSgWBQACdTgetVksFTs7qI2OUy+WQy+X0Q0SukcvlCAgIgFarpRpzXwkDSxuLFy8uk02lK5Aghr1790afPn0QGxuL3NxcfP7559i6davXH/HGjRvj7bff9iroTpUqVWgsh/JAWRK01NRUvPrqq5BKpahUqRJyc3ORlpYGhUKBiRMneuzv6ylEIhH69etHtRBnzpzBgwcP7DJAPA3Yvn07faZfffVVzg2aUqnEypUrAaBciXd2djZGjx6NOXPmYOjQoRCLxbhw4QKmT5/uka9q3bp1UatWLafnR40ahdWrVz910Z1lMhlef/11+Pv7e1SeZMHwNQQCAVQqFWrUqIGWLVsiLCwMAoEAcXFxOHjwoNduHc2bN8fnn3/uEeEm7deoUaPcvlNk71UWsNlsOHToEI4fP46AgACaLpTcV6FQWOKc008j0tLS3CpAtFotBAIBWrVqhYCAAKd1BQYGYsGCBUhKSsLBgwfLfE1ZrVZ89dVX8PPzw6uvvorw8HAIhUJotVocOnQICxYsgF6vd3q9QCBA/fr1Xbo9VKtWDW3atMGOHTuK1cdngnS7Ig3OXiZc5JiA+BITokGIrVqthlAohF6vh8lksiOLbJLoCfF27Au5hhBtqVSKoKAgBAcHIzQ0lC50YtJ+48YNpKWlwWKxFCEujhpYgaAwCl+FChUQGRlJSTzR2JM+kpzYJC0XwzB2Ucw9eRm5EihwHXeEoybacVzuiLuz/rDLOWri2RJVouVnWyyw++VuDtj1su+FI1kkRJZoTuVyuZ2POjsXtjPNrbuxegtH4s8eEwAaSR74X0RSkmZLICh0uyCB+chzUlBQAD8/PxovICwsDPn5+UhMTKTBBz15MXPdR2djdnbPSb+NRiPMZjOysrKokIltvUDq4BLIKRQKKnwTCASwWq00DoBIJKL54l0R+CcNERERaN26dbm1HxISgjp16mDatGno0KEDDaZI8OWXX6Jy5cpYuHChx8Q7JiYGO3fu9DrKbbt27RAbG/tUBk0qLsxmsx0BMxqN+PTTT33ahlAoxKRJk7B06VLqM63T6WA0GrFnzx6sWbMGN27c8GmbpQUihNZoNOjYsaPTcgqFAkuWLMHZs2fxzz//lFX3iiAzMxMzZ87EokWLIBAIqLbRE7zyyisuI/eGhobi+eefx+7du33V3TJBQECAS9NrR5Bvlq8gFApRqVIl9OnTB3369EHDhg3h7+9P59piseDw4cMYM2aMx/7LAQEB+PjjjzmDYrmCu+ChzxpIutOygEQiQY0aNdCuXTtUqFABOTk5uHv3Lm7cuIGHDx8+EekX9Xq9W4s8sr+rW7euWz/8sLAwLFy4EHfu3CkTCwpH6HQ6LFmyBLt27ULdunUhkUhw69Yt3Llzx+19l8lkbp8fmUyGNm3a4McffyxWKrVngnQ7Mz0lx5yVdwWS21mv10Mmk0GlUtFI2SSSMyEVxMeX3Z47kxguEkbSGgQEBCA6OhqRkZE0WBPRsLHTVhGNGrseR5LH1nJHR0dT83hiLk+uJ1GdCZkix9lSSEK8nc2fJ9LS4lgjkP8dx+fLDwW7XldE3RMts+P8s8G2LAgKCkJUVBRCQ0MhFoup9UJ+fj7S09ORnp4Oo9FopxF2p+32hTUCu36GYajwifRdKpUiNzeXzgex/lAqlRCLxSgoKIBAIIBWq4VKpYJKpUJISAgNPhgeHg6DwUAlrK7GQ9pl/7iybHAcv6MAjPwmWnzH+lz1gUTQJ8IFkmaPTdalUikVOrDntKQCkdJEXl4e0tPTvd6slRQBAQEYPnw4Jk+ejOrVqzsN5iIWi/HOO+/gl19+wZkzZzyq+9VXX3UbNMdZW0/yvXoawUW4AdB3w2uvvYbBgwdj5syZ2L59+xMfK2Do0KFYs2YNlEql22dGo9Fg8+bNGDBgAB48eFBGPSwKm83m1oyUC+78PSUSiUtN+JMK8p31prwvgsYJBAJER0dj+PDhGDt2LKpWrcpJYiQSCV588UU0adIER48e9ajuNm3aoE2bNl73KTMz0+treLhHZGQkpk+fjhEjRiA0NJRaTxYUFCAzMxPHjx/HunXrcP78+XK19PEk8jhxsXVmdu2IevXqYe7cuZg4caJLzbIj2JllSqK0sFgsuH37ttek39/fH7Vr13ZZhmjD2Uoob/DUk25X5qbONuCO2k7HjXl+fj60Wi3CwsIowTabzRAIBFQLyo6eTfx8HTfvzogamzwIBAJqihsYGIiYmBgEBgbSwG0EcrmcasGzsrKoL7YrrR5pSyQS2eUUJ4uZ5Oi22Ww00jTxWyabT0d/XncbUleksKREmUv76q4NZ2vAlSmN4zjdETLH+lwJJdhR8StXrgyNRgONRgObzQaVSkUtGVQqFQIDA6mfOVA057g3Gn93cFYXMQ0nbZOgY+R/IoRhmMJUDCaTifpwkzVE3AasVitkMhmUSiUiIyOpm4SzDw6ZR2IVQLTMRNDl+Ny5Gr+joMbVPHFp0QUCASQSCfz8/KjZPNsaBCiUGJN0YiKRyE6D8CRrEvR6PY4fP44WLVqUWZutW7fGe++9h5deesmj8gqFAh06dPCIdKtUKrRv375Y/Tpz5gwePXpUrGt5cGP8+PFYtmyZy6jgAQEB+PLLL9GhQwdMnDixTILZcSEhIQE5OTkuzY6JNjIjIwNHjx7FoEGDXNbZqFEj7N692yviHRAQgH79+lFrtJycHOzZs6dMNWPh4eEuA+0R1KxZkwpbnxbk5OTg77//Rv369T0qT77LJQFJTTZt2jTUqVPHZcRoAHTf5gkEAgHat29fxNfWE6SlpXl9DQ/XCAwMxNq1a9GnTx87oQqxOo2MjMSwYcPQqVMnzJ49G1u3bi235ycjIwNms9mpgE0gECAoKAgFBQX4999/0b17d7fabqFQiL59++LAgQPYtWuX2/2PUChE48aNMWjQIFSsWBFxcXE4fvw4zp8/X6ZCWOJS7A7BwcEeZxtxxFNPurlIJtcxNrjKsI8XFBQgNTUVQUFBkMlkdKNPfD/JdUQjzDaT9URrRkDSd/n5+SE6OhqxsbE0bRXxpyZ5kSUSCfLy8pCTkwO9Xg+9Xk/JCpscc41JKBRCqVRCJBLBZrPRiNTENBgoNDEkWnQSYIqYnDsKEbjgzJyc6xyBr4mIO9N2b9ouCXl11j4RsISEhKBatWr0XstkMhp0LCMjAwqFAgUFBVCr1TRPrsFg8HhdFQdc95ZhCoOLaLVaSjLJWiNuDUQyyba+INFBiaCH+EwRMk4ioBNTc1fR/gnZDQkJQWBgICQSCQ18R6LKm81mtwFXXFnDOI6Z61rysWT7+hMBA4FUKrWzDHCmcX8SsWHDBvTt29cjrdWVK1eg0+mK3VbXrl3x3XffuYwi6wij0eixCWtQUBAaNmxYrL7l5eWVOA8nD3v07NnTJeFmY8iQITCbzRg3bly5aH+uXr2Kn376CSNHjnRbtqCgwOMUUo0aNcLOnTvRrVs3ZGRkuCwbEBCAr776Cv3796fvDavVil69emHlypX4+++/y2RupFKpR6Svbdu2xdb6lBesVis2bdqEPn36uPRRJSBWWsVFhQoV8OGHH2LIkCEeBW4DgNzcXNy5c8ejskKhEBEREV73y2azuV2PPLxH//790atXL7fkNDw8HB9//DEePnyIEydOlE3nHHDnzh0kJSWhatWqTsvExsZCJBJh//79GDVqlEeBSVUqFaZNm4Y//vjDbcyHli1bYvPmzahWrRrdi06aNAmnTp3C559/jtOnT5doz+EpYmNjPfpWlcQizrmzzlMCLs0ql5m1KzNUx98kynFcXBzS09ORlpaG9PR06PV6KJVKGAwGqmmzWCzUBNixHWdabvJbLBZDrVYjJiYGtWrVQqVKlVChQgVUqlQJlSpVQmBgIAICAqBSqajfKImynJaWZufz62pu2O0RgkdMZAmxNhgMlMiTceXm5tr5rjvWyQabmJMfIlQgWk/yNzG9Zf8UB45tsdtjt0V+2G2VBgni0sSz2yNm5ZGRkQgPD0dQUBCCgoKg0Who9PjIyEgEBwdTQh4UFETNz7lMpdn1u/vbcdzOTK/Zx4gpFNGwsE3NyfUk2J7FYkF2djYV1JAo50ChuRwJQEai5gcGBrrM1ck26SaEm7hg+Pv7IyIiAlFRUQgKCqL5w135H3pjqeE4F4R0k3VMzhFBFukb+7on3aycjYcPH2LgwIEemWMVN6q1QqHAxx9/jC1btnhFuIFCabxWq/W6TW/hC6EWeR89Lff+SYJAIED//v3Ru3fvcmnfarVi5cqVHqXSAoDDhw97TIAbNWqEwYMHuy33yiuv2BFuoPA9M3ToUBw/fhybN29GkyZNPGqzJOjQoYNb83KgMCDf0xK/go2zZ89iw4YNHgkLiFWVtxAIBKhVqxY2btyIUaNGeUy4GYbBkSNHcPfuXY/bcvXtcwaSzpOH7+Dn54fBgwd7rAmNjIzE22+/DT8/v1LuGTfS0tJw4sQJl9++qlWrIiIiAv/88w/279/v8XeySZMmePnll11+C+VyOaZNm0YJN1D43Pj7+6Nnz5744YcfsHHjRnTo0MFj4W1xUb16dY/uGwmoXBw89aTbmVmsK7LBLuN4jpAFi8WCjIwM3L9/H+np6cjLy6NRmol2m/gFkfy+rm4Cuz/EXFaj0aBq1aqoXLkyIiMjERERgaCgIAQEBCA0NBRSqZS2QfJRm0wmJCcnQ6vV2pn5upoLm81G/dGJto5thkT+JlpMosVLTU11GSHdcXzsv4mPukajQVhYGPVR9/f3h1wup+bxjgTcWxBiRkidWq22+1GpVNQkmLRL/NcdiXhJ4YzUk/4pFArq3xwYGEhNkaOjo2kAO3KtUqmkpufh4eFUy8xeQ64sD1wJABz7zHWOCHOIVjk9PZ1qt0n6LzahJtruvLw8ZGVlwWg0wmKxUPNxg8GArKwsarVB5iIoKMjOTcJxLQiFQip0IlYnSqUSKpUKarUagYGBiIyMRGRkJDQaDb23rsbqDo59IOuZ5OIm94Jotkk/2XP2NJiVO+LatWsYMGAAbty44fJdVhyNj1KpxKefforZs2cjNDTUq2utVis2bNjgsU+lXq9HQkKC130EUOyIpEChydmIESNw6NAhnD9/Hnv37sXQoUMRFhbm1pTUWwiFQvj7+6N///4YMWIE/enduzd976lUKrealtKERCKhAjZvoFKpyjxtGxtXr17FypUrPVrnR44cwbfffuuxZdukSZNcpuULCQnBlClTnL6rVCoVRowYgePHj+Ott97ySEtbXMTGxnq0bg8ePFgqkb1LGxaLBcuWLcPOnTvdEu+UlBSvTfuFQiGef/55/PDDD3jxxRe9ehbj4uKwYsUKj4WbNputWL7ZDx8+LFGsAaFQiNjYWPTq1Qv9+/dH586dERMTY2cB5isQhUXdunXRoEED1KlTB1WqVEF0dDSCgoKgVCrpt7m8oFAo0Lt3b69dtVq1aoXq1auXUq9cw2KxYNu2bS6F2mSfZTQasWHDBo+/r1KpFEOHDqVZbbhQtWpVtGvXzul9CwgIwMCBA7Fr1y6sWLECVapUKZV7LBQKERMT49Fz6mih6Q2eavNyZyTHkxvizsSUENWUlBQUFBQgKioKJpMJubm51GfTarUiJSUF6enplHQ7024Tks8m3JUrV0aVKlUQEBBAiZlEIoHFYoHZbIZGo6H+Fvn5+VTDTT4A7HzVXGMibdpsNuTk5ECn09FgVyQ9FiHHFouFRnUsKCiAVqul43KnTXe0KiAmwUFBQYiNjYVGo6Fkl6TkSktLo2ma2HPH7ru7+8fWhPr7+1ONMSFxhACxhSRmsxl6vd4u5RrbL9mXIMReJpMhICAAFSpUoJprEqlUKBTSe6lQKCjJZRiGBugjZtzs+XV2z52tAfY9cnYN17VEAJWenk7jDhDySeaPkHHS59TUVLso+OyNG2lDJpPBbDZTYuBqHWk0GirhZJNqNuknRD49PR1arZaaCHt6T91ZcwgEAkr8iVad9Je4ARiNRggEAjsf+KcN165dQ/v27fHuu+9i7NixRQjC5cuXsWbNGq/qVCgUWLlyJcaPH1+sj+Xp06exfPlyj8tnZmbixIkTbgOiOCI5ORkXLlzwtnsACsnSpk2biuRD7t27N5KTk/H777/j2LFj2LdvX4k19hUrVsSMGTPQt29fREVF2W0SSMAnsp6PHTuGo0eP4tChQ2XqJ920aVPMnDkTLVq08Nqq4UnAhg0bEB0djdmzZ7ssZzQaMW3aNDRu3Ngjl4awsDBoNBqn96JKlSoebb7VajVWrFiBVq1aYcKECWViBfIsIjMzE2+99RbS09MxatQoTiGGxWLBvn37vDJvFQqF6Nq1K9auXet1gMrs7GzMnTvXq4j3DMPg5MmTmDRpksfknmEYHD58uNhrRyQSYcSIEZg7dy4qVqxIrd2ysrJw4cIF/PTTT/jtt99KbAkhl8vRqVMnDB8+HM2aNaN7J5vNRtO46nQ6pKSk4OHDh7hz5w7Onj2Lq1ev0oCvpQ2NRoOuXbti8ODB6NChg0uSyQWyRywvXLhwAdu3b8eECRM41w9bIffvv//i888/x8KFCz2KIVCtWjUEBQU5fec1bNjQbZYRgUCA4OBgvPbaa6hXrx7eeustn+dTl0gkHj+rycnJxXY3eapJNxvuzJ7Z/3uy8WMT77S0NBiNRuTk5CAgIAByuRw2mw06nQ6pqanIysoqQk4dCaQjSaxevTpq1aplF+CMEHISoI0QEb1ej9zcXKSmpiI+Pp4SRsc8x1zjJOPIy8tDRkYG1QYajUYqGZTJZDAajdR03Wq1IjExEbm5uW6DQXHNJ0mtVLVqVURFRdFI3cRfPCIiAnl5eUhOTkZKSgoyMzNpJHi2ttdZm+y5VKvVVINOco2T+0PmlQgYbDYbTceVl5eHzMxM6sPpinizhSbO+sTVP0K4K1SogNjYWKjVaoSEhECpVFKyLxaLqV+yTCaDXq+nWuG8vDxq6eCJX70z6w2u/931nz1Oq9UKk8mExMREiMViBAQEwGw2QyQSwWQyIScnh84hUGiylpGRQeMIEKEC0YhLJBI7Hzl2Wjp2H8jzQGIQkL8B0PkjqciIBp5oUdnPpDdj5ppL4H/WKSTXNxEakHPkNxHqOAqqniaNd3p6OmbMmIH9+/dj0aJFVFN5/PhxfP7554iPj/eqvg8++ADjx48vlvnjzZs3MWnSJK+1TF9++SVGjBjh8ebHYrFgzZo1ePjwodd9FAgEmDRpEnr06MF5LioqCiNGjMCQIUMwdepUrF27Fj/++GOxSHB0dDS+//57tG3blvO8RCJBxYoV6f9jxozBK6+8gsuXL2P16tXYv39/iQNCuYJEIsGbb76JqVOnepwrmAvlnffZYrHg888/R9euXdGoUSN63Gw2FwkMlJeXh8mTJ+PIkSNu11twcDBGjRqFjz/+uMTvBIFAgAEDBgAAxo0b59OAQzKZDO3atXNbzmQy4dSpUz5rtzyQlpaG2bNn45dffsHEiRPRuHFjSgLS09Oxfft2bNiwwSvi2LRpU6xfv57mpPcUBoMBy5Ytw549e7wmqufPn8fDhw9d+uaykZqaiu3btxebEMfGxmLBggV2zzlx/6pQoQJ69eqFe/fu4ciRI9i7dy8uXbrktUWEVCrFtGnTMHPmTAQGBrosS4SsxOLu4sWL+PLLL/Hzzz8Xyx3KU0RFRWHFihXo3bu3x+4DjtDr9eUa0M5gMGDx4sWoVq0aOnfuXGQ/FBcXRy0irFYrvv32W/Tp08ejVKMk+xMXBAIBqlev7rGgSCQSoW3btli1ahVeeeWVYn2vXdXtiRWezWbDX3/99d8k3Z746hLS6ahFcwdSnnwYtVot9Ho9UlNT7TbfFovFTmNKrnXWX4lEgujoaERFRVGNOVAozRMIBJSgWCwW5OTkUNKVkJCAu3fvUp9ZR9NydruOBIb09dGjR1CpVDSKNFC40MxmM4xGI93Y5ubmIjk52aM8ylzkTiAQQKFQICAgAP7+/ggNDaUvI2KmS8yDQ0JCoNPpEBcXh6SkpCIRqR1JJvs+S6VSREREIDg4mJqPs/OPs0keADutd15eHjQaDbVUYAfj4loLru6rs3mRSCSIiIhA1apVodFoEBgYCJVKBYVCAZlMRqW0xPzaarVSE2xyj4iwx/EBd0a+2XPmbq1znXdGFokG/tGjR9DpdFCpVGAYBlqtFhkZGdRagbhfkOBrRMtF8t6TMbM148T3m+vjzzY9J24P5D6T9shckWciODgYZrPZLq2Zt3Bmbk8EcUDhx4SYldtsNphMJmRlZUGn03FauzxNKCgowPHjx+3IXXE2Zx06dMDYsWOLRbhv375Nzd29xZUrV7Br1y6MGTPGo7n/888/vdbgE0gkEgwePNhtO2KxGI0bN8bGjRvRr18/jB071qsgRuHh4di5c6fXOdXFYjFatGiBbdu2Yfv27aUaHXzMmDFYvHhxiczpGYbB999/78NeFQ+JiYno2bMnRo0ahaZNmwIATpw4gXXr1hUpe/HiRaxatQpz5sxxOXaBQIBmzZpRd5ySQiAQYODAgTh8+DA2bdpU4vrY8MQt4N69e/j333992m55wGQy4fDhwzh+/Diio6Pp5jslJQWJiYleBYlTq9WYN2+e14TbaDRi+fLlWL16dbGi1D9+/BgbN27EggUL3D5/NpsNe/fuxbVr17xuh6BGjRourVikUinq1KmD2rVr49VXX8XOnTvx7rvvIj093eM2GjVqhLffftst4WZDJBIhICAAXbp0QevWrbFt2zZ8+OGHpeK7LpVKMWfOHAwcOLBErjy3bt0qtkuUr5CQkIDXX38dixYtQvfu3amPeWJiIt5//327rB5paWlYvnw5Nm7c6PbekH23M3jrfiQQCNCqVStMnjwZc+bM8VkAR8Ip3EGr1eLw4cP/TfNysVhMzVfZQY6A/91ok8lkR4qLQ6DIZp6QYQI2MXdWr6NfaEBAgF3U6oCAABqF2WAw0HzgRqORBjiLi4tDXFwcsrOz7UyOucBFFsgYtFot7ty5Q809CLkjacNIoLZHjx4hNzfXzmyYXb8rH2HHvpB0aCRwG7lXBoOBat3VajWkUik11yf95ZpPttUASd1E/IOJhpu0ReoRiUTUlxgAvY7kUwZA/ddLambuaNFQsWJFqNVqaDQaBAQEQKFQICQkBDabDdeuXUNSUhIVGIjFYmRnZ1MiabVaqSUFl+uCo0aay8WCi3w7luMasyPxJu3n5eXBaDQWec4c+0diDxQUFNAsAGSjSUzqiZbcMe0XaZNhGCrUIuZNFouFCqiEQiFdWySwIbkuICAAer3erdCIPUeuBBVsAQH7mSfEn0R5J4Kj0jYvJ7ER2CBuE75EScahUCjw3nvveZzbk43s7GysXLmyWISbYPr06dBoNEWCUjlCp9Nh5cqVMBgMxW7LW0uSXr164cyZM5g6dSp+/fVXj66rV6+e14Tbsd0hQ4agoKAAr776qs+jtPv7+2Pq1KlON/xarRabN29GpUqV0KVLF07tB8Mw2LFjB/744w+f9q24SEpKwuLFi92WKygowMKFC5GWloZ33nnHKeFKTEzEqlWrfB59/I033sDevXt9Zmaen5+PY8eOudR2m0wmvP7668jKyvJJm85A3PE0Gg1CQkIQGhoKlUoFs9mMhIQEPHr0iH4jSwqTyYT79+/j/v37xa6jU6dO6Nixo1fXZGZmYsmSJVi7dm2xtbIMw2DDhg1o2LAhXn75ZZfE+/r161i7dm2J3gGeWpIJBAJoNBqMHj0aNpsNM2bM8Fjo16xZMwQFBRW7jyqVCuPGjYNCocDUqVN9LmysUaMG+vfv75Jw5+TkIDs7GxqNBmq12s6yj2EYPHz4EEuWLCmT6NzucP/+fUyYMAFNmjRBw4YNYbFYcPLkSVy/fr3I/uznn3/GggULMHv2bISFhTn9BpKA1FxgGAY3btxAQUGBV+RbJBKhT58++Oyzz3yW4pNYwrors2vXLly5cqXY7XhNuk+ePIlly5bh8uXLSE5Oxt69e9G3b196nmEYzJ8/H1999RW0Wi3atGmD9evX2/kpZWVlYerUqThw4ACEQiH69++P1atXOzVBcIagoCAEBwcjMDAQMpmMkiiSP5cEgEpKSqKm0t4Sb3YZV9pld/URzWdwcDCCgoKgUqkoCVUqldDpdFQLSwJRGQwGPHr0CI8ePaKB3Egf3JEkdrsMw9CPfGZmJvVR12g0lBiTlE+pqanIzMykxMHVh4yLpJC22S/k/Px8GsGcmEpLJBKYTCbqDxscHIxatWrBarUiPT2dEhpnc0vaJYIXLo04aYtEa7darZBKpdTkWSAojNweEhICrVZbIomZI5EViUQ0KJ5KpUJAQAA15Sf+8zqdDjdv3oTBYKABuhxNunU6nR2Jc+bX7U7ow9Vfck+I4IEQaFfCJLL+2KSeXYaQYwA0GB9JcadWq6FQKCAQCGA0GqlfvzMhEsMU5gnXarU0vze5l+z0XI4kmPjHe5o71tFKxnFdk3qJNQKbpBMBWW5uLh49euRUiOAL+Pn5oUePHmjfvj3atGljZ0YMFErLjx07hmXLlpVbnmM2VCpVsVJ33bx5E0OGDMH169dL1H5OTg7Gjx8Pk8mEvn37cn5fHj16hPnz52Pv3r3FbqegoACnTp3y2oe8Ro0a2LJlC0aMGIGjR48Wu31vIBAURgfftGkTjh8/7tO6O3bsiDp16jg9n5mZiTlz5sBms6F58+aYNm0aatasSc8/fPgQe/bswZ49e0pt/ZLsEEChoNUbrZs7WCwWrF27FqdPn8a0adPQt29fu5RbR48exbhx45CYmOi0jocPH+LixYteB2KqXbs2/Y75CufOnUN+fj5nUKyUlBQsX74c586d81l7jqhWrRoaNmyILl26oHnz5oiMjLQLwkrev3Fxcdi2bRu+/fbbcs85LZFI0LdvX4/NjG02G65fv4558+bh559/LlFaMuB/e+vExEQMGjQIERERdjFTTCYTLl68iHfffRc3b94sUVuPHj2CwWDwKMI9ULhXGzlyJJKSkrBkyRK3puZEsVJSKzGxWIx+/fph+/btOHz4cInqckTr1q1davt1Oh1ef/11HDt2DGFhYahbty7UajXNyKLX63H06FH8888/peKCJpVKERUVhYCAABQUFCA9PR3p6eku9/W5ubk4fvw4TWHmrF/5+fn4/PPP8ffff+ONN95Au3btEBwcbHe/MjIysGrVKmRnZztt78SJE7h27ZqdG48nqFChAmrVquUz0m02m3HlyhW0adPGqRXo2bNn8cknn5QocKTXpFuv16NBgwYYO3YsXn755SLnly5dijVr1uDbb79F5cqVMW/ePHTt2hU3btygmpnhw4cjOTkZR48ehcViwZgxYzBhwgSvTcpq1qxJTXaJ5EgsFkOhUFAtmUajQVBQEB48eIDU1FRqzuvtAndV3lNpH9F+Es0mCXBmMplgNBrtTFSJsCAjIwMGg8HOh9tTok/OkwVktVopqdfpdJSYEHJiMploYDMuKaanZstkHKmpqQgNDQXDMHaWCIS4CYVCqNVqSoDDw8MpSSLRsh1JDntcRAvKMIWprcRiMfz8/GC1Wu201jabjZry+/n5UV9rEqyOmCwbDAZO7bGnwhmyBsk69Pf3p7+JdlsikcBgMCAzMxMmk4mSb61Wy2lizRY+EO0uSYdG5ppoxT0RJrFjBxDTf7Kp0ul0yMjIoAIgTwU7jn8T4k0+8iTQCVn3QqGQChQcn0fHeScWGiQas1QqpaRdKpVSwQoRHJDriAUM29XCGbH3xP+d9OPhw4eIiIig/SFxHdLT05GTk8MZFNAX+OSTT9ChQwc0bdrUqal2q1at0KpVK7z44ot45513cPr0aZ/2wVt07NjRZaRmRxCT9mnTppVIw82GVqul5sFBQUEIDAzEsGHDIBaLcfbsWXzzzTdISkoq0f2y2WzFNrENCwvDtm3bMHjwYLck+OrVq7h//77HPpvOoFQqUaVKFZ+T7kGDBrl0I0hISKCuTqdPn8a5c+eKCLe4NMAikQjNmjVDQEAA9dX0lpyIxWJMnDgRb731FvVBvX//PtatW4ctW7a43BR6iytXrmDs2LFYtWoV3nzzTURERODXX3/Fli1b3LoTpKWlYciQIThz5oxHuXDZ8HWk+lOnTmHNmjUYPXo0goODacyKkydP4q233iqi/fI1fvrpJ1SrVs2lyadMJkODBg3w3HPPoWPHjpgwYUK5mukqlUrUr1/fo7J5eXn4/vvvsWzZMjx48MBnc5mWloZZs2Zhw4YNqFOnDiIjIxESEgKTyYQbN27g3LlzPrFOSEpKwvXr1z3y/SeQy+V45513YDabsWrVKpdafYZhcOfOHeTn55c4VZRKpUK9evVw5MgRn82zUChE27ZtXT53ycnJOHLkCLKzs5GWlmZnzu9qX0KC1ioUChqczmAweNX3qlWrYtasWejWrRsCAwNRUFCAhIQE7N27Fxs2bEBSUpLL6z1py2Kx4I8//sDFixdRp04dtGvXDs2aNYNarUZqaip27NiBEydOuCT5SUlJWLVqFdavX++VT7xUKkXt2rU9thRzB5IlpWXLlmjUqBG9rwxT6Ea5b98+fPTRRyX2I/eadHfv3h3du3fnPMcwDFatWoW5c+eiT58+AIDvvvsO4eHh2LdvH4YMGYKbN2/iyJEj+PPPP6mf1GeffYaXXnoJy5cv9+pDQ7TGbHNjk8lEtd4Wi4USXYFAQAOSsTV17L57Ak/JGNfGnfTTarXakQGr1QqdTkdJb1JSElJTU6mWk2zkuRYu14PrTAsKgJroEgLONnNhawo90eizSTibvBANZXJyMqKiomhwmaCgIMjlciqNJr64hIgRiwWRSIQbN27Yaby5tI/5+flITk6GRCJBQEAAvR4o1AoajUbqXkAC05nNZroeiPmVM58Tb0zN2X0jfuv+/v7UnUCpVFISSgLNkb4RIQfXfSQ/hGwTrTmRAJOgIdnZ2U7zxbP7RfxWQkNDERERAX9/fyoACQ4ORmhoKBISEqifO5eAyhNBD/lNTK/ZvvTknKOptuM8Av9br1qtFoGBgRCLxVTKyF4TZLNPArQRCwh3ffZEik76ZzabkZqaSoUAJAsAO1CfMyuUkn7oZ82a5XHZFi1aYN68eejbt2+pBpBxh6CgII98exmGQXx8PCZNmoTff/+9WP6MrmCz2XDx4kX6/w8//ODT+gHg559/xty5cxEeHu71taGhofjwww9x9epVl5vh9PR0zJ49G99++22xA/YAhcK1kpjPciE8PBzNmzd3Webw4cN25qzuTKwFAgGef/55vPXWW+jatSt9Z965cwebN2/Gxo0bPdKIR0VF4euvv0bHjh3ttLY1a9bE6tWr8eKLL2LMmDFe+de7g81mw5UrVzBmzBivr42Pj8fWrVsxc+ZMj6+RSqV4+eWXPTKF9xQmkwkzZ87EunXr0LZtW9SsWRM7duzA3bt3ff6McqFWrVoex4IQi8V48cUXMXbsWHz00Uc+N9/3FFKp1K05dEFBAa5evYolS5bgwIEDpZJuraCgAHfu3MGdO3d8XjdBXl4etmzZgpYtW3rkC0ugUqkwb948yOVyLF261GVgx7Nnz+L06dPo1KlTiTTeJAOLL4VEGo0GDRo0cFmGBO7lgmNfSBrITp06YeTIkahTpw610Hz8+DG2bt2Kbdu2efTOq1u3Lr7++ms0b97cbt4CAgJQp04dvPDCC5g2bRquXr3qkzkxGo24fPkyLl++TBU77ixlCRiGwaFDh3Dt2jW33xA2yJ61pC6hbFy7dg0vv/wy+vTpg7p160IikSA+Ph5HjhzBP//845Nn1ac+3XFxcUhJSUHnzp3pMX9/f7Ro0QLnzp3DkCFDcO7cOQQEBFDCDQCdO3eGUCjEhQsX0K9fP4/bCwwMREhICJ1wouEmZttarZaSb5K71NHP0xk5dSWFcnWcfd7xJUG0h0qlkpqqklzcJHphcnIy1X6ztYBcJNiZ5tmZ2TGbXBOtAteLzBOzbndzQzSDd+/epaSYHdSM+N8S02rim0uC1AmFQvz777+U/HERGZvNhtzcXGRkZMDPzw+5ubk097XBYKAabUK+HaOAW61WZGRkICkpifNh4tKwO3vAHTXdSqUSCoUCSqUS0dHRVFpJyolEInp/Hf2hieaWuCQQoYRcLkdwcDC1liDRzy0WC7KzsxEXF0fXt+P9If0iLg4VKlSAn58flEqlHeFXq9WoXLkyxGIxDabnSIxdgUs4wv7tjd8dW2tuNpthNptpjAChUIiCggK6KSN56MlYyZpxp+n2pi+kHwUFBdQqgi2octYGuw9lhaZNm0KtVpcr6T506BAWLVrkMtBKTk4OlixZgs2bN5dKoJuyQlxcHGbPno2vv/66WBrHtm3bYuPGjRg7dqxLreuBAwewZ88eDB8+vFhrSqfTYefOnTh79qzX17pC5cqVUbly5RLXQ/L+CoVC1KtXD19++aVdTAC5XI769etjxYoVqFu3LsaPH+/ynSISifDhhx86VRQAQI8ePbBp0yaMHj26WLmOfQ2GKfTzJN9BT1FaOdkfPnzo0yjBnsLb4IsikQhNmzal7nLlAYvF4jKKfGZmJjZu3Ih169bh0aNHpWopUBbYtWsXunfvjn79+nn1PlIoFHjnnXeg0+nw6aefOnUDy8jIwPz58xETE+NVHmv2O8FgMGD//v04dOiQx9d7gpiYGLfB8gwGg8v3k1QqRa1atdCyZUvUqFEDzZo1Q+PGjYu4QsXExKBRo0YIDw/HokWLXFr6qNVqzJ8/vwjhJhCJRGjXrh02bNiAUaNG4datW25G6h08JdtsaLVanDx5Es2aNfN4HdlsNp9aKBEkJCRg7dq1dA/ua8tFn5JuEgTLUdofHh5Oz6WkpBTxgRCLxQgKCqJlHJGfn28nWSWSHkJASP5phUIBPz8/WCwWmuuYOOg7+tyyTXmJ5tsTQukJuHxDSU7BhIQEGnGbjCM7OxuJiYlIT0+3MyV3dbOd+fayz7saA5fQgeu8Y12OpMqZPzGJ8vz48WMAQPXq1al22c/Pj6ZdYktITSYTNcGOjo6mJsjkA+ooDCBa0PT0dEpiGYahfl8SiYSSJJ1Oh8zMTKSnp1NTftImEXBwjdlbLS/wv5RpRBtKclyr1Wro9XoaKZ5EuebS9rLToanVahpojfSBCC9IfneGYRASEkIDinHdU4FAAJlMhuDgYBqAjggI2Km9iAk3yalOTPjdCRzY8+bqWfKkLkchkdlsRl5eHhU2kAB5bIEFOQ4Ukjlyn33xwmSvcUerDq7fXNf+10BS0kycOLHIWjSZTPj555+xYsUKnDt37qmfI4Zh8OOPP6J3795eCY4JBAIB+vTpg9GjR+PTTz91Wi4/Px+TJ0+GWCzGkCFDXNap0+lw8OBB7N69m77vkpOTcenSJZ9FfPUUOp2O+gg6Q2hoKJYtW4Z+/frR2BvOgusIBAJ07NgRISEhLv1469ati4EDB7psVyAQoGfPnti8eTNeeeWVJyLn9Y8//ojp06ejWrVqHpU/d+4cPvvss1Lu1ZMPk8lUru+SvLw87NmzB7Vr17YTglgsFly4cAEff/wxjh075vMghuWFnJwcvPXWW1Cr1ejUqZNXghKlUom33noLv/76K65eveq03IULF/DWW29h9erVbl1rUlJSsHfvXpw/f54qDNLS0nD58mWfptQDCgWN7lIEJiUlORUA+fv747333sMrr7yCkJAQu0wtXFAoFBg5ciS+++47mr6LC82bN0eXLl1c1iUQFGZRWLZsGcaOHevT2BbFgdVqxYkTJzBx4kSPY3vl5eXhzz//LLXnvbSC4T4V0csXL16MDz/8sMhxf39/+Pn5QSQSUalEbm4u1faRSNls820CNtHxpXkCu37HRU9SQl24cIGaxefn5yM3Nxcmk8nOlNzZJp6rXq5zjuPiItWuNJJcZJpNghxJh2NdZMEajUY8fvyYChECAgKombRCoaDHlUol/Pz8YDAYIJVKqWbzwYMH1CrA8T4RjXp+fj5SUlKQn5+PgoIC+Pv7U0JJ/OZTU1ORkZFBCTYAOs+OAg4uc3l3YJNO4upAXqJ6vZ5G3QYKLR5yc3Np8DYuwq1UKlGpUiVoNBrIZDL4+/tTYkxM1Nkp8xiGgUKhoDmwHckmqVej0SA4OJjmM2cYBhqNhmpViH+/1WpFpUqVkJ+fj+zsbJeabi5y7wzuSDv7f/b6I5YCUqkUBQUFVGvP3pSTFH4mk6lIjnlfwtlcuJqfst4IxsXFlYrZojfIz8/H9OnTkZ6ejrFjx9KgUvHx8Vi9ejW++eabUo/yXpbIy8vDmDFjwDAMevbs6ZXJJVC4ToYNG4bPPvvMJSnOzc3FhAkTkJSUhFdeeaVIblGdTocDBw5g5cqVuHz5cpmsPXcp0woKClwGvCG+7WwrOXeIjY1FkyZNXAZH6tWrl10wM1fo2bMnXnnlFaxdu7bchUDEt3v37t2IjY11WdZms2H58uXIyckpm849obBarfjrr7/KXKDk2Ifly5dDr9ejffv21DT4yJEjOHnyZKlHei8PPHr0COPHj8e6devQrVs3r4h3REQEXn75ZZeBxKxWKw4fPozU1FQsWrQI7dq1K+LjbTabcerUKcyfPx8XLlwokzXQsGFDt2O9efMmJ+kWi8V46623MG3aNK+idoeHh6N69epOSbdIJEKPHj3cCgOAwu9Nt27dMGnSJCxatKhcnxsAOH36NH7++WcMGDDA7bwyDIMTJ07gn3/+KaPe+Q4+Jd0REREACjUckZGR9HhqaiqNYhsREVFEMl1QUICsrCx6vSPmzJmD6dOn0/9zc3NRsWJF6hNLpOIAaN5co9EIuVwOs9mMzMxMJCUlUZ9XZ77RvvrQOtuQE81sVlaWnV8GOyWZKzNV0k9ynkvb7UhK2ec9Jd7ejNHVRoto941GI5X41apVi+bPJvmqiXab5IIm0UlJqpC0tDSXgb3IuYyMDBiNRgQEBNC80CaTiQYH4wpG56hl5po/9ji9mSNyjV6vB8P8L9iX0WhEamoqjXRNypK6RSIRQkJCEBAQYJdqjQiS/Pz8kJ+fTzXfxPeaHYnc8R4R0k0EEkqlEkqlkrZPzPslEglyc3OpT3pYWBj0er1TDYIrIZCrMlxWBaSfjqSWYRhqrZCYmIiAgAAqpCFlSTC5vLw8GnzQlYmho0DK22e/tIR1voDBYMCKFSueiAjmJpMJ8+fPx/r16+nmQq/XP5ObT6BQ8zNy5Ej0798fa9eu9Wjzw0a9evXQoEEDXL582WW5vLw8vPPOO1i/fj0GDhxII2Xv2bMH+/fvx+XLl0scCdkbuPMxd/U8hoeH47vvvvOKcHsCmUyGAQMGeHXNwoULcejQIZeapLLC5cuXMXDgQGzcuJFTq8YwDO7du4f169f7PCrz04j79+9jz5495S7Iy8vLw7Jly7BmzRoqMC7vPpU2SEyONWvWoEePHh67OggEhekT16xZ49K1w2az4dKlSxg2bBi6d++OHj16oHbt2pBKpUhISMC+ffuwa9cun8ZlcAd3wjyz2ew02GBsbCzGjh3rdY5qsVjsUhMsl8vRunVrj020xWIxRo8eje3bt+P27dte9cXXyMnJwaxZs2A2m9G7d2+nQVitVisuXryIDz/88InY43gLn5LuypUrIyIiAseOHaMkOzc3FxcuXMDrr78OoDDCrlarxeXLl9GkSRMAwO+//w6bzeY0TQY77zIbNpsNIpEIer0eEomEarVJ0CaDwYCsrCzcuXMHqampdqmXnJErX4FLy0yINyEJjgTDlTbRk/Yc4Yo0cpXnIuDs64pDyh210eQjFB4eDqFQCKVSCZlMRvPjKZVKCIVC6HQ6Gt2c+B0TNwCue0fOFxQUQK/XUy2zY3RvZ/ffGaF39j/XnJFyNpsNer0eBoMB+fn5VPtsMplgtVphMBioK4Fj8C1igq9Wq6kPPNt/mZB3doAqEhuAuE2whTHsfpLo7SRPuUajQV5eHp03uVxOtfIkEFlwcDCSk5Pt/Oq51pXjHLgi2ezrPJlncoxsXiwWCxQKBRWukDWVk5MDnU5HhWuO1iykXS5S7wre9NXxXFn7chsMBrz55pvYsWNHmbbrDs5ch55F6PV6bNmyBVarFV988YVXqTBlMhkqVarklnQD/yNdixcvxqpVqyAUCl0GJSpNbNmyBePHj3e63g8fPux0Qzxs2DB06dLF530SCoVepyFVq9Xo0qULvvjiC5/3pzi4dOkSWrVqhfr16+Ott96ifvMMw+CHH37A1q1by5RoPKlISEjA7Nmzcffu3fLuCoDC+1PelkZljfj4eLz++utYtGgRBg0a5HGwx3r16mHkyJFYs2aNW1/8zMxMbN26FTt37oRMJqNucOx4PWUFdzFIsrOzcenSJc5zDRo0cJlqzBnIXscZFAoFTYnoKSpUqIAuXbrgzp075a5EePjwIV5//XXs2rULo0aNQtu2bREUFAShUAiLxYLExET89NNP+PzzzxEXF1eufS0uvCbdOp0O9+7do//HxcXhypUrCAoKQqVKlTBt2jR89NFHqF69Ok0ZFhUVRXN5165dG926dcP48ePxxRdfwGKxYMqUKRgyZIjXKTJMJhMEAgGNbqzX6xEQEEADS2VlZSEhIYGaFbOJl6NJb3EWmystn6u6vTVdZoOLULlqm+t6NhFx7IsnZMmTPrPbYc93SkoK9Ho9wsPDERERgdDQUJp/mbykicY7Pz8f/v7+iIyMpPePS2JM+uMo0OAq42thi+M8kvFqtVrk5uYiKiqK+m+RMaWkpODRo0fUh92RGLKjP5L/yZyy1zCJaK5QKKj/suPaZoOQcnYaNn9/fyqkIB8vkm6NCAA0Gg30ej2nVt7ZfLDn13F+uMzRHZ9HrnoB0GBmJNc5SQtGhG2Oz7hjfcV9zt2N27F8WZNtm82Gy5cvY9q0ac+Ej/TTDoZhsG3bNhQUFGDOnDmoW7eux9qf1atX4/z5814FlivPgHlAYTqzPXv24OWXXy6y9hMTE/H11187XZPeantKE0KhEJ06dcI333zzxPjdGgwGnD9/HkOGDLGb22dde+oJ8vPzceLECSxYsADnz5/n56SckZSUhMmTJ2Pv3r0YN24cnn/+efj7+7s0FxaLxZg+fTqOHz+OK1eueNQOcT8sT5w9exYGg4FTuMAwDH766SenLjUqlcrrQIGA+0B9ZI/nDcRiMVq1aoUvv/yyTLISuINOp8P+/ftx9OhRVK1aFTVr1oRSqUR6ejpu3bqFxMTEcjeFLwm8Jt2XLl1Chw4d6P/E7HvUqFHYvHkzZs6cCb1ejwkTJkCr1aJt27Y4cuSInQ/Gtm3bMGXKFBp4oX///lizZo3XnSckgGy0JRIJDZSVmJiI5ORkO7NiVyl9igNPNtbOtIJsEujpBt1Ri8mlvXPUnDv2wbG8K79vZ/1yNGd3RZIc22EYhmqjU1JSEBAQgODgYKhUKvj5+QH4H+nOycmBUqm0y7nM1Y6jNt5RMOFOI+lK6+/ptY6bIaPRiNu3b4NhGERERNBgZ5mZmbh//z6ysrLshAiO80OCmhHrDOLLTOaBkG6ixRcIBFTb73iP2GMi1gJCoRBGo5FexzAM9Ho9DTzIMAyNiUCsDzyZEy5i7c3z5e4es9P9Ea03KeO43n1p/u1NXWVNuHNy/o+96w6Polrf7/ae3fRCAiEgAUUEEZAqooAFBSkiiooFGwjK79rbtaIoilJU9FoAkSZNBAUR9AIqTWqkQ0ivu9ne5/cHzzl3MpnZnd1sGuZ9njxJdmfOOXOmnff73u/7ajBnzhzMnTu3WWRfbsX/sHz5cmzevBkPPfQQnnjiCSQnJ4cl30lJSdBoNI00wtjAZrPhwQcfBIBaxLugoAB33HEH/vjjD8F9SdLTxr5vhDBo0CDo9fpmFwIhZEz9J4JhLmR4f//99/Htt9+2PveaEUi28C1btiA3NxcjRozANddcg9zcXBgMBloWlqjvpFIpUlJS0KNHj5iVsGoM7Nu3D4sWLcKkSZNq8ZtAIIDffvsNM2fOFDQMHD9+nDoJI4HH4wmZu4GdTDYSXH755dDr9c2CdBO4XC4cOXKkVm3ziwESpqVc4SxYrVYYjUY8//zzlIQQwlBdXY0zZ87QusXsskxcaXFDHLrQ4pxNkoG6VupQCw520iy5XE5/iLwGAK31zP4J5/lkIxR55vOE83kx2Z/zHRuZA0L6SNw2IXdyuZwuSElSNL1eD7/fD7PZTAloKGNCrBEN0SIvE4VCAb1ej6SkJBo/XVlZiZqaGt4a2GQe5XI5jEYjsrKyYDKZoFAoqCwcQK0aiE6nEy6XCw6HA8XFxSgpKaEybPY5IjH0l112Gdq2bQulUgm9Xk/nm3jKiSSO3Dc+nw+lpaU4ceIEnE5nHS+y2PnjknAhr3coBQZ3jvn6Eft/YyMYDKK6uho1NTWCsUrR4MyZM5gwYUKTJxBqCMTHx6NNmzYAgLFjx9apilFdXY0VK1bA5/PhxIkTzfr4ZTIZTCYTbrjhBrRt2xbjx4+v5ZHwer349ttv0bdvXwSDQTzwwAMxz7bbGIiPj8eoUaNoONiePXvCSuUzMjLw+++/o23bthH1VVJSgn79+gmWs9JoNDh8+HDYjMdcuFwu3Hbbbfjpp58i2q8VddEQz91AIID//ve/eOqpp/DXX381WXmwhgBRrhmNRqSlpSEzMxNxcXE0+WpFRQXNCUTWEU39bgsHiURCw9nS0tKQkpICrVYLpVKJ1NRU9O3bF1arFW+//XaTlKarD/R6PW666Sbccsst6NChA+x2OzZt2oSlS5eirKxMcD+DwYCvv/4ao0aNimjdevjwYVx33XWC2caNRiP++OMPdO7cOaLjKCsrQ//+/XH69OmI9mtFXYS7H1tE9nIh2O126r0jcbKlpaWwWCzweDy1Ynn5PGENAa73mP05F6Fkt2ypMZFeGwwGmiBMo9HQ7NMEfr8fPp8PHo8HNpuNSu652ayFvKChSCzXsy3mGPmIEVeGTTJRk7ra3G3JOeYroRZqfEIGAj5wvw/lLRcyqnD7I9cdiTMm5a2IJZKrTGC3S7LtV1RUIC4uDoFAgJJhtVpNa7uTjPcul4u+hLlEnj12Mt8kFwJwQa5EsqOTMlw1NTXw+/3UcKBWqwXPuRCEvN1iz0E4AxB7H752Qm3TWIilp50Ln8+HRYsW4e23364V7nMxwGg0Yty4cZg2bRq6dOkCALVyGLDx9NNPw+fz4Y8//sDq1avxzTffNEjtzvoiEAigqqoK33zzDQDg3XffrbMNu+58S5XJms1mfPnllxHtw5akCp1nPnz99dfIz8+PdIhhodFo0LFjx1bS3cxA3qfffvst3nrrLRQWFjb1kGKGpKQk3HTTTRgyZAhycnKQlpaGtLQ0+u4F/hfPS8qfFhUVYfv27fj666+b9VwwDAOn0wmn08mb2+Pjjz8GgGZtNBWC3W7HihUr8N1339Fkt2KqpthsNrz99tvo2bOnaGOj1+vFmjVrQipwwsnPhaBQKFqcuqqlokWT7oKCAuqdq6mpgc1mg8vloh5Rrle0MRbgoTzdQoSR+z/bG6xUKpGUlIQ2bdrUIj8qlYqSbrY3m1h9CSk7e/YsrbUMhJ4HIZk137j5yK0Y+TF7DHzHzLdtuDa523AJOHu7UB5Sob+5CHcuyf58MeZcAxB7ezY5JnkJCgoKkJ6eDoVCQR/oFouFSs+tVivMZjPKy8tpYjZu+2w5ts1mo0oIdmJBAFR1oFar4fP5aFgGN3FHqPPM9UoLzbeQgYZPQRGKaIfymjc1Yvm8WbBgAf3barVi2bJlOHHiRJPH8sYaAwYMwIIFC9C1a1dR55Ncs9deey2uvfZa5ObmYvr06c2etAotMJv7uBsKW7ZswYIFC/Dggw+GTcDkdruxePFizJ07N+x7IRq5pMvlajYJuf7JICUiSbjgzp07sWrVKvz5558XVZKyTp06Yc6cObj++uvD5jdQKBTQarVISUlBly5dMGTIEAwZMgT33ntvsybeodASyTYXxMEXCfbu3YsXXngBs2fPDptUzWKxYPny5Zg/f37IfrxeL44dO4ZevXpFNBZ2qF4rGhYtmnQfOXKExrUSOSzbIyrkzW3IBXq0nkAuiMw4ISEBWVlZSE1NpWMnicfIcZN6sCQDOCmV5vP5KDFjxw8LjVHIGxkq5jnUd+EQiuSGkw+H2idUu1ySJtZQEKpfMd53Me2wPyfe7eLiYrjdbmRkZMBkMlFrt9PpRGVlJSoqKuBwOKhcXSjRHDFC2e12eL1e6HQ6eL1eyGQyBAIBqFQqWnYsISEBDocDNTU1kMvlVOpP2gpnkAgF7nwLXXNi+hDj+WbvI0bdEUvwGaSixZQpU2IxpGYNo9GIBQsW4PLLL4+6jXvvvRdbt27F2rVrYzewVjQ4PB4PnnrqKWzYsAFff/11rZKjbBw5cgSvv/46vvvuu7CLXLfbjZUrV+KVV16JaCw2m00w63ArGg8jR44EwzAoKiqiTpWLgaCxER8fj3feeQfDhw+PKrGWVCrFwIEDccstt+CTTz5pUmVXKyJDMBjE8uXLYbFY8OKLL+LKK6+sZXRhmAtlcLdu3YqvvvoKO3bsCFudwu/3Y9++fbjzzjtFJ+4ELlTcaInlt1oiWjTpttls9EHFleuywZXvilkA13dBHm5/ocU4IYIymQwGgwEZGRmIi4uDUqmkJaM0Gg18Ph+kUinUajWtz0zqUpM61yQBl1jJntC8hIqlZRsyCLjzHQ3EeLa5hCuUB19oH75txIyLGxrAbrs+x8/eh0jFq6qq4HQ6ERcXB41GA4ZhYLVaKYHmSu+F+iWku7y8nJbTITFk5Noi1w2RSJHQDb5zLDT+UHPD3kZoriIhqGINGnznqKEXKM3N897c8dZbb6Fr1671asNgMKBbt26tpLsFwuv1YsuWLbjrrrvw0ksv4aqrrqLJNSsqKrB48WJ8/PHHEdXQ3rhxI/7v//4votJh5eXlFx25a4nYsWNHUw+hwTF69GjceOONURFuAplMhsTExAY3Irci9vD5fPjhhx+wd+9ejBo1CjfffDNSU1Ph8XiwZ88eLF++HAcPHoxI2bF9+3aYzWYkJSWJ3ufUqVOtpLuR0KJJNzt+tTFJn9j9Qy3wQ3m6CYGOj49HQkICjEYjtFot3G439XQTKTHJBEms/iQDoc/ng9/vp9ZhLnEWc3zEAECk7mRs7N8kmzQ7a6KQt5XPmxmJV1xMnC8ZdzhSyPd5JBA6nmgQqi1yjZP63ux5Z8eHh+ufXINEtp6UlETPE4kDIvPm8Xho1k2bzSYYK84HrjEpFLlmjztUrDdXPh6Nx5rPO96Yi5TWxVBodOzYERMmTIiJoSKWMjmS04Cvj4tJ4tqcsG3bNmzfvh25ubmUdFdVVUWVZOmvv/7C2rVrMXHiRFHbB4NBzJs3r3UB2ooGh0qlwu23306TDkYLp9OJAwcO/GNDU1o6GOZCKd1PPvkEn3/+OdRqNQ2bjeacnjx5Ejt27KBlmsMhGAzi119/pUrZVjQsWjTpDuV9CyUBFoNIiKkYmbOY79jfAxdk4lqtFlqtFhqNBnK5HA6Hg8apqVSqWh48Iin3+/2w2+001tfn89WaKzEEhRBtkkxLqVRSr7parYZCoaAF671eL9xuN/W8sktXRaIuIAhlNBH6Tii+nO94Y2GUYbcbKqaYuw3f2MIRTuLFFjo2seeVeLArKytpmTYSt00yyJPkbCTuu6ysjHq62f1FogzgxniH806T7cUS6XDfscccKeGOFTFv9XqHhlarjUlW97179+Krr76qVxsGgwE333wzunTpgs6dO6Nv3751tjl37hw+/PBD7Nq1K6J62q0QB4ZhcOzYsXq34/P58OGHH2LUqFGivN15eXlYtWpVvfttRSvCQaPRhI3lDYdgMIj169fjt99+q1c7CoWCJuo1mUzIzMxEVlYWNBoNXTOcOXMG586dQ2Vl5UWVMb45gazd6wOn04lFixZh2LBhYfNjAEBRURHWrVvX6hhoJLR40s33d6zbjnQ7PqLF/o7P68b9m0iBSUZyieRC2QWJREI92URWTOJxvV4vPB4PHA4HKisrUVJSAovFUquElJiYW0K2SVZrQtBUKhXNpK5WqyGTyWplTLdYLCgpKUFlZSXcbjdvxnFuX3xzI4Y4C5EnPhkxdz82UeWSYbFe1HCGFXa9bC64pDWUYUKsNzjUZ+z9AoEAPB4PCgsLodFoYDAYAICWJZPL5fD7/XA6nSgvL0dxcTFvCTIhcD3TfNuGMlJw51UoDEPouMWOQSyifa4IXZet4Mf58+fxyy+/YOjQoVG3YbVa8eabb0ZFgjMyMpCRkYGOHTti+vTp6NmzZ8ikRllZWbj66qtRVlaGadOmYdOmTa2e72aK/fv34/XXX8c777wTcju73Y533nmnteZzKxoFDocD+fn56N69e1T7e71erF27Fk8//XTUyoz4+HgMHDgQo0aNQrdu3ZCamgqdTgeNRgOFQkHfY2TdkJ+fj82bN+OLL75AXl5e63utmWLz5s1Yu3ZtWPWYx+PB/PnzcfTo0UYc3T8bLbpOd2JiYr1iYdior1Q4FEEUuw9bzk08ypmZmUhPT0diYiJUKlUt8iyTyagM2O12w+fz0VqOlZWVcDqdlJxzVQHcfsl4iGfbYDAgLS0NCQkJSExMhFarreXxlkgkUKvVlOQTD6nb7cb58+dx9uxZ2O32sMQ7FIRk16FIG3db9jyHIv9824bzcgqdcyFDilCfYtoPNWYu+MbOJp8kK358fDzatm0LtVpNwxQUCgVcLhdKSkpQUlICm81Wq859JN5t7t9iIGQsCPddtBBzDmLxiKxvne5/gqf8qquuwubNmxEfHx/RfoFAAL/++iv+7//+DwcOHIi4306dOmHVqlU0njzSuQ4Gg/j000/xxBNP0OdxK5oXkpKSsHTpUkGjjsViwfTp07F48eJWIhFD1Gcu/wnPvEGDBuHzzz9Hhw4dRK9l/X4/zp49i08//RRffPFFVCUSNRoNRo4cicceewxXXXVVROWiGIbBuXPnMGXKFPz444+t90szRWZmJubNm4cbbriBN4ShpqYGn3zyCd58882oyoy1gh9h15StpDv2COcdJeAjZVxpt1KphF6vR2JiIq3bSBKnSaVSOJ1OuFwumM1mmoHQ5XJRmTlfJnchIkTIWHJyMrKzsxEXF0flRiaTCYFAAFqtFiaTCT6fDy6Xi9aMttlsNM6xuroaJ0+exMmTJ2lcilgJtND8hBp3Q7QVjiSH8pDz/c/XJh+iJavcsfMZBPiMKxqNBiaTidZ/9/l8sFgstWrds6+hhn5cCBk/uN8TiFFusA0O3OMIpXJgtxGNEY69TyvpFocbb7wRTz31FPr16xc21tFqteLUqVP46KOPsG7dOlgsloj7a9OmDTZu3Ihu3bpFOeILcDqduPHGG+st82xFwyE1NRXPPvssbr/9dshkMiQnJ8NqtWLFihWYO3cujh492kogYoxW0h0aEokEnTp1wj333IPbbrsN2dnZtWpzE3g8HpSVleHQoUPYvHkzvv/+exQUFEQl81YoFHjhhRciTjDIxaFDhzB8+HDe2tutaB5ISEjA6NGjMXLkSFxyySVQq9VwuVw4dOgQvvrqK2zbtq1VoRVjtJJukYjWo8VHvri/ud8B4eOBCfFmx1Wr1Wro9XpaMgy4kOjKbrfD7XZTks1HlEKROPK5TCaDVqvFZZddhoyMDEqw9Xo9lbYHAgFK0Ij80uVywW63IxgMwuFwoLq6GsXFxdi9ezeVyJNjjtXlVl9SCoTPai4mDICNcJJzbvuhEOmxRepdZht22NcZwzC0/B7xbrPHzB17fc6DmHaiVTuw7x+lUknL6pEQjFDqD27b3HCBaFUbVVVVraRbBDQaDYYOHYrp06eja9eudeIeT548if/85z/YunUrjh07Vq8YuBdffBGvv/56fYcMAFi9ejVuv/321njHZgypVIq4uDgoFArccMMNOHjwII4ePXrRnbNOnTpBrVbj3LlzTZoUrpV0i4NMJkNSUhL69OmDXr16oUuXLkhISIDb7UZeXh7++OMP7NmzB+Xl5TShbrTo1q0bfv75ZyQnJ9drzHa7HTfffHOrobGZg6hSCW8gceMkN1RLh0qlQseOHdG1a1eYTCb8/fff+PPPP5vs+MLdmy06pjtW4CPJ7O8AYbmxEHnmIwWhiALf54Q4EyLt9Xpht9shk8notlzpb6ga5UJgGIaSLr1eD4PBALVaTUl+fHw8GIah9ZwJOSMx3hKJBG63m5ITUt6MGERiJdEVOh6+YwsVU8tn4BBjlGD/zUfMxXhNxRxPOCOJ0P6R7MO+VrjXLJtghzOURLMwIuXJojE+cMl/KIOVUqlEXFwckpKSqPfA7/ejoKAAFosFgUAgYpk+tx+h64p7fbRmlhUPl8uF9evX44cffkCHDh2QnZ1d6/v9+/ejsrKy3v1oNBpcd9119W6H4MyZM63nuZkjGAxSRcTixYubdjANgMGDB+PZZ5/F1VdfDZ1Oh40bN+Luu+9uzcbezBEIBFBWVob169fj+++/p+snsu6K5frp6quvRmJiYkzaan3eNX8wDAOXywWXy9XUQ4k5srOz8eyzz+K2225DQkICJBIJ7HY73njjDcyZM6dZln78x5DucBJfNvFggyy8+b4XInVixiFE5PjGSQiSVCqFRCKhJXHYJIlLlCIBW4Kr1+tredVVKhWUSiUkkgsJ3PR6PRISEmjsotPphEwmg9FopLJ2lUpFPdx8HlKxpFSIUPEZM8gPW/lA5oLrreXrh9uH0FjY1wObHIvxZPP1w+e15bYV7trja4+7jdAxCXmS+drl/s3dJ5Txg71fOCVAqLZDbUe+I4Q7JSUFycnJ0Ov1UKvVYBgGbreb5iEg1waf4kFINSD2OPmu21ZEhkAggBMnTuDEiRMN0n56ejr69OkTk7YYhsHp06djblxsRSvE4tprr8U333yD9PR0+tmIESPQsWNH7N+/vwlH1opIQIh2Q6kvcnNzY6IQNZvNUZXxa0UrYoHs7Gx8/vnnGDx4MGQyGf3caDRiypQpWLVqVbO8Pv8xpDsc2RaCEFnh24br7RRqW8zCna8vrlWRS2Tqs7BntyOVSml5KVISTKlU0qyWdrudknCfzwepVAqXy4XKykpaZqqwsLBOUqFQpIsPocgvm2CR2HdSyoxI7/1+P9xuN00oFy6TOpc08XmzueMI5ZUOZ+gJR4rJ56EIZyiDgVD/QsRcCELHHapfLlHm+577Px+xF0N4ueOQyWQwmUxITk5GXFwc9Ho9zUlgs9lgs9lqPaS5/bCPORzZ537PNsi04p8Ds9mMDRs2NFp/arUaJpOpNZ6yFQAueLi5hJvAaDQ2wYha0VzhcDjq3UYwGMTq1atRVlYWgxGJg0QiQVxcHNLT05Geng6j0Qi3242CggKcPHmyNYnlPwgqlQpPPfVUHcJNkJSUhDZt2rSS7uaEUB5noK58lY/ccj8TK/EV460TaieUd72+C/1gMIiamhp4PB7qBfT7/XA4HHA4HFAqlbDb7ZTUMgxDySzJnE4egGazuY7UPVIvKR/IPMtkslqJ5pKTk2EymWhd80AgAJ/PB6fTifz8fJSWlsLj8dQh3uHIIrdvMl6+z7mf1ccQwiVxROVAPmfHJIdSNwgpDchnfASYu69Qm3zjZY+Z/b9QX9zrg6+9UJ9xz5dUKoVGo0FcXBx0Oh1MJhM0Gg2USiX8fj+9ZkJZ+sPdR3zXhdAxh1NZtKLpUFpait27d+Oaa66pVzvBYBBLly5FeXl5jEYmDIlEgpycHDzzzDO47rrrcOjQIfrdvn378OOPP2L//v2tss9/EOLi4vDee+/xEm6pVIoJEyZg27ZtDdY/eZZGo7JrRePjt99+g8vliihjORsejwcrV67Em2++SVWXDQmFQoFLLrkEt912G2644Qbk5ubCYDDQMEebzYZFixbh5ZdfrneN66YEWdcSp1eswwouJvTp0wdjxozhJdwEsVaKcLmHVCqF3++nubTE4h9Fuvk8b2Shzt6GTWSI/DRUewShpMJcMhPJzSSGBPB5XIVIrtDnpDb4sWPH4PF4kJSUBKPRCJ1OR2OMgsEgdDodnTcSa15ZWYm///4bBQUFsNvtteqIizkO4mEPtQ3pUy6XQ6PRICkpCYmJiUhKSqIJ5hiGgcFggEqlohnWNRoNnE4nqqurw3rbxZ5rPhky+Z9v21DS41DHK5PJqNRfo9FApVJRQwhJhkGkaOGOiW8MkRBroXbZxy1EZtnXPB/xFkIoIxP3PpZIJFAqlUhISKBhEsFgEHK5HMFgEB6PB263m2bUF3NcQt+R+0GhUFB1BftHKpXC6/XC5/PB4XBclPFULR1OpxPPP/88li9fjszMzKjaKCsrw4IFCzBr1qwG97S0a9cOjz/+OCZOnIjU1FQAQE5ODv1+1KhReP7557Fp0yY88MADUWVzbw5QqVQYPHhwLRJZWFiIP/74o0UvqhsCEokEr776Knr27Mn7fTAYxHfffReTvqRSKQwGA4YMGUK950qlEnfddRf0ej1OnjxJjT4XY3K6iwU7duzARx99hIceeggmk0n0esTv9+Pw4cP44IMPsHr16ph4zEMhPj4e1113HUaOHInBgwcjIyODd32RmJiIKVOmYP/+/ViyZEmDjqkhoFQq0a1bNwwdOhS9e/dGQkICrFYrDhw4gF9++QV79+5ttiW9IlFMxgqJiYl46qmn6iRYZcNms9VbBSaVSpGYmIiuXbvikksuQVZWFrKyspCSkgKTyQSFQgG73Y7jx4/j119/xc6dO0Xlmrmos5fzyVTZxE0mk0Eul9dK/EU8pF6vl5KZcBmcuWB7vtnWK/Idt00xctT6ysfDgYyPnSndZDIhLS2NxsUSkkEyQRPPeEFBAUpLS2G1Wmm9cHZyt1hYwMl5UygUMJlMaN++PbKysqDVainh1mq1dL6VSiUCgQAsFgsKCwuxZ88eFBQUwOv1Nor3kevdj9RLLpFcqNVuNBqRkpICg8FQy2NLyFxFRQXMZjPcbrdgRu5wSgPuOCOR/xMPPPteUqvVte5Lt9tN4/2510O4a0PMfJHP5XI54uPjkZWVhfj4eMTFxUGlUkGhUNB7ubq6Gvn5+Th//jxVPogF+7yoVCro9Xro9XoolUpKvAnJl8lktGyf0+mExWLB0aNHmyx7uVwuxxVXXIGRI0fW+c5sNmPNmjUoKipqFM9Fc8PVV1+Np556CsOGDRNdQodhGJw6dQqPPvootm7d2qDjMxgMuOmmm/DMM8+gR48eYbf3+Xzo0aMHjh492qDjaggkJSXh888/x/Dhw6FWq+nnLpcLBQUF+OyzzzB//vwmN2JJJBJkZGQgOTkZt912W63n+7p163Dq1KlGSV7WsWNH7Nq1SzATdTAYRK9eveoV0y2RSNChQwc88sgjuP3225Genk7Vbnwwm81YuXIlZs6cibNnz9ar3/pAIpFAq9UiPj6eJoZVKpUIBoMwm82orKyMGXGUSqXQ6XRgGAZOp7PZK01UKhV69uyJ0aNHY9iwYcjMzIROp6NJesncE0fM33//jW+//RarVq1CSUlJg66dJBIJ+vTpg9deew39+/eHVqsVtd+CBQvw+OOPN/u5Z0OlUmHGjBmYNm0aUlJS6uQkqqmpwfbt2zFv3jzs3Lmzycp7yWQyxMXFISUlBTk5OcjOzobRaKT5nsrLy7Fnzx7k5eXB6XQ22DgkEgkmTZqEBQsW1Ho/cPHnn3/ihhtuiNrwnJSUhHHjxmHSpEnIzc2tdW/wwePx4MyZM/jpp5/wxBNPhD6GfwLp5nqn1Go14uLiEB8fD5PJVMtzK5VKYbFYYLVaUVZWRr22fOWTuOASfEJEjEYjJa1WqxU2m41KEupLAGNFxrlGCSKhUKlU9IWlUChqGRCIJ9nhcFCCwc2mzh5nfcelVCphMplw2WWXITMzE3FxcTAajTAajZBKpXTB7Ha7qRXK4XDg3Llz2LNnD86dO0eNKUIyd3af4cYk5phCkW+hftiZ5HNycmAymSCVSqlRgWEYWvrK4XDA6XSisrISZrNZMHad6+UW4xUPNwfEeKXT6WAwGGAwGKDVaqHRaOgxABfOh8ViofdTqPrxoeYx1Hkh12pWVhbat29PF1qk1rPT6aTk9+TJkygtLYXX661jSAslayeE22AwwGg0QqvV1nrwk2RtZDui9iC5BbZt29YkpHvcuHGYMGEChg4dyksqGYaBw+HA3LlzMXfuXJSUlETdF3AhwckjjzyChIQELFy4EPv27Wv2MjmFQoE+ffpgxowZ6NmzJ9q2bcu7ncfjweHDh7F06VIsWbIEFRUVDTquxMRELFq0CEOHDqUlGsOhpZLuhIQEfP3117j55psFr/dgMIgff/wRzz//PA4ePNjII7yAq6++GtOmTcN1111HjaFsuFwuHDlyBB9++CHWrVvXYN55qVSK9957D08++aTgNrEg3SNHjsTChQtDepb4cPjwYVx++eVR9xvtM08ikaB9+/a46667MHjwYFxyySXQ6/V07ULIzJEjR/Dtt99izZo19fIkJiUl4eGHH8Z1112HQCCA3377DV9++SUKCwujbrOxQJLgtm/fHpmZmdBoNHSdB1x4d589exZ///03bDZbozzHBwwYgC+++AKXXHJJRPv95z//wcMPP9yiFBa33norFi1aFDLvAsMwqKysxFdffYXZs2c3ehx9bm4u7rrrLgwZMgQdO3akJRe5xpmamhps3boVs2fPxp49exrE+KHVarFmzRoMGzYs5HZff/01Hnzwwaiyl2dnZ+P999/HDTfcEHEIhpiwjYuOdPNJedkeZ41Gg6ysLGRmZsJoNEKlUtGLg2Q9djqdkEqlqKiowLFjx1BZWUkX0GJJgkQigUKhQFJSEjIzM6FWqyGTyWjJosrKyloEMNoLNBLZcqht+eaLbYgg88ydbzbBjkYVEA7sc2cwGNC1a1d07NgRqampUKvVaNOmDfR6PTweDxQKBZ3TYDCIqqoq2O12FBUVYefOnSgsLKzl3YzEo8sHMUSWS+bCnSe2TDojIwPt27eHVquFUqmkL0KXy1Wr1nQwGITT6URJSQm9rviOMVa3Olt1kJCQgISEBACgoQg6nQ4KhYJmtg8EAtTbXVpaSuPr2dd9fZQe5PrQ6XRo164dsrKyYDQa6T3IMAzsdjtcLhesVitOnDiB6urqsDFT3P7kcjktQUaMUUqlEgzDUAUI8XbLZDLqRSH163/88cdGJd0SiQR33HEHFi5cKNqDe+DAAYwdOxanT5+OuD/gAiFZvnw5Ja12ux3Tpk3DV1991eyJN/A/Dya3TBmBx+PBgQMHGqUUiUQiwaJFizBx4sSI9vN4POjevTuOHTvWQCNrGEyfPh1z5swRte2pU6cwbtw4HDp0qNE8WyqVCi+//DIefPBBUQSUYRgsX74cDz/8cIN4vXU6HY4cOSJ4rQIXwh+uvvrqqBIKSSQS3Hrrrfjqq69gMpmiHme0iJZ0X3fddZg3bx5yc3PDtuHxePDNN9/gmWeeiaoMoVKpxOzZs/HII49Q738wGMTu3bsxdepU7N+/v0U895oLkpKSsH79evTt2zfifWfNmoVnn322xcy3SqXCihUrcOutt4ra3ufz4fvvv8cTTzyBgoKCBh7dBQwaNAjz58/HpZdeKjrjfUFBAaZMmYINGzbE/Fzk5uZi27ZtvPkrCHw+Hx5++GF8+eWXEbdvNBqxYMECjB8/PmS8uBDE8LCLLqZbiOyRBXhaWhratGkDk8mEhIQE6jX0+XyQy+U0GVcgEKCy86NHj6KyspKSBDFeQEKckpOTodPpoNVq6Ukk7ZaWllKyyj5RkRCQSF5MoUgLt2/SB4lpZ1u1+MbJlg3X1/vOZxAg5yY9PR0ajQYajQapqanQ6/VgGAZarRYJCQnw+XyoqqqCw+FAMBik8eZWqzXixRk3Zpgdcx5KFh3q/IgxkBAPcmJiIgwGA5Vsk3huIgEm27lcLkilUmRlZQFAHeLN7TsWkEqliIuLQ3JyMjUmSSQSalySy+VQq9XUq008xHK5HG63m2a65xtTpNcPOTdEwaJWq6HVaqmk3e120xj48vJyWi4sXJvc41UqldRQRyTkKpUKgUCA3tvkuiD3tEwmazK526WXXooFCxaIJtwA0L17d6xatSoq4q3RaPDpp5/W8hLr9Xp89NFHAC5Yn5u79I9hGBQVFaGoqKiph4Lc3FyMGjUq4v22bt0atdGkKXHTTTeJ3rZjx47YsmUL3n77bcyePbsBR/U/jB8/Hk8//XRIaTUbEokE48ePx7Fjx/Daa6/FfAF6ySWXhCXDS5YsiTqDb/v27fHpp582CeGOFqmpqZg5cyY6d+4sanuVSoV77rkHNpsNzzzzDDweT0T9ZWZmYtSoUbWuCalUiquvvhrz5s3DhAkTmmUG5eaKfv364aqrrop4P7vdjs2bN7cYwg1cMDB07dpV9PYKhYKGh02bNq3B31EGgwEvvvhiRGMEgKysLLz00kvYs2dPzKtrdO/ePWyN+ePHj2Pz5s0Rt02MjLfeemtUhFss6l+sr4nBXhzzERz232q1GklJSTT+kiS+IbWoCZlLSUmBRqOBVqtFeno62rdvD41GU+tEhLu5ySJdo9HQRFgGgwF6vR6JiYlo3749jEYjTboUDXlmj0GMl1toWyGZL/mcZFIkUll2rDv7JxK5cKhxsr3DbE+3yWRCYmIiTCYTDAYDGIZBRUUFfD4fJJILJczMZjPKy8tRXl4Ol8uF8+fP49ixY3A4HIIxz3xg961QKKBSqWhWbJLUTKFQUBUAl6CHOjYx5Jd4khmGoQSWyMuJ1Jxck0T+r9PpkJWVhcTERDo2oeOKFlzlgUKhgEajQXx8PHQ6HY2Zczgc8Hq9cLvd1ODh9/shlUphMpkgl8tFGYFCfcb9nsSSk2z6RCZHjDZEVkhk5WK93OR4Se4AYkTT6XTU403OC8kHwf3dGJ5RLiZOnBjVgrl79+6YOXOmaDkzgdFoRFJSUp3PCfEeMWJExGP5J+OGG26ATqeLaJ/Dhw9j+vTp9Y7Nl0ql6Ny5M7p27RrxGBoLSUlJmDZtGrp169bgfUmlUkyePFk04SaQSCS45557IjJ8iUWXLl1C3t9erxebNm2Kqm2pVIqHH36YJuxrKbjqqqsivh7kcjnuvfdeDBw4MOL+2rdvT5VeXPTq1QuPPvpoxNfMPxkDBw6M+L3j9XrxySefYOfOnfXqm6yrUlJSkJiY2KDEC7jAO8TGqxPIZDLceuutePvttwWvu1ihbdu26N69e1T7dunSJep9hSCRSHDVVVeFvD6CwSDWrl0bVYic0WjEgw8+2CDPajYuuqcBn7ycfE6yXiuVSipD1ul0VBZLiIDX66Wkzul0Ijk5GUlJSTRZVThJLNvTTRbler2eStTlcjmSk5ORkZFRiwySNsPF1bJl4NzPSf9888H+jLsP3xwKfcbO6C5EIqO1OHLHxpa5x8fHw2AwwGQyIT4+HgkJCbBYLDSe2GazoaamBi6XCzU1NcjPz8eBAwdQUVFBPb9iY5oJ0SIJ5eLj42kOAIlEguLiYhQWFsJisVBDBHueQsVUiw0FCAQC1CBEktuRRH/kGlSpVPB4PLQcFom18fv9NFs715AhdM5Jv0Lzwm6DnYyQ7eEmddvJ+H0+H9RqNeRyOTXWqFSqWoaK+lin2deHSqWi/xOlClE7WK1WWCwW2O32sGoV7piI4YUkZlOpVDRZHwG7TXLcREXTVN5u9vgixYgRI9CrVy/s2rVL9D7XXHMNMjIyeL/T6/WYMWMGfvrpp4i9Sf9UdO3aVbSBjGEYHDp0CGPHjsWpU6ei7lOv12PcuHGYOHEievfuDbVajb/++osmpPnss8+wcuXKqNuPNdq2bYtVq1Zh9OjROHLkSIP2FSpxTyjU5z4MBXbmej78+uuv+O9//xtV2xqNBrfffntU+zYl2rZtGxXJNZlMmDp1Kn7//feIkquR+FY+yGQyTJgwAV988QWOHz8e8Zj+aZBIJGG9mFyYzWbMnj0bc+bMiTrJGMnIf8sttyA3NxcpKSnwer04d+4cli5dirVr1zZI4ka73Q6LxYK0tLSI9pPL5Rg/fjwKCwvxyiuvNFjVDOIwjAZKpRLx8fExHY9CoUC3bt1CvhMLCwuxfPnyqNZbOTk5uOyyy+ozRBpaGAotnnSH8qxyCZzX64XD4aCeNmLZIp5vsrgmXkxCFDQaDcxmM6qrq+H3+yPylhKiTxbhxFsZCASQlpaGkpKSWoRQ6FiEjivc50KEm2uc4GuLbzx85EyMoUAswhFTokAgL1ZSFkoikVADhtfrxZEjR/D333+jurq6TvK0UGNkGIZ6r0n8f1JSEpKSkmjN5+TkZHTv3h0FBQX473//i8LCwrChB9x55/bJPdZAIAC73U6ly0SiTV7y5Dp0uVzw+/30GiPeZ7fbTZOHsROLCF27Yq9nAuK5Jvt6vV7qXWdn7yZSbKKGkMlkta53Mf2GMlKwrxWyDTfPgNvths1mQ3l5eS2DRbg+ucdM7luXy0VrhJK5JnJyj8dD49iJ8cHtdjd4OSk+1IfcajQaTJ8+HXv27BHtNQ1HEPv27YtrrrkmKulXK4Th9/vx3nvvYc6cOfVKsmMwGDBv3jzcfffdtc5lr169av2dl5fXIEnaol00X3LJJXjmmWfw0EMPNWhW82jHR/JXxBISiQRDhw4V/L6iogKPPfZYvZ47YmM4+WCxWLB+/Xrcc889UbcRDU6cOAGv1xtVDerBgwfjiiuuiMjQGO68tmnTBjfccANOnDjRoqTPTYVIkqAdOnQIzz77LLZs2RK1kqxdu3aYNWsWbrrppjoezq5du2Lo0KG48sor8eKLL8bcWGw2m3Hq1CnRoRBsKBQKPPzww9i8eTO2bdsW03ERmM1m1NTUwGAwRLyvy+VCcXFxTMdDysEKwePx4JNPPok6lwkJHYwWDMOgvLw8ZLw50MLl5UJkkm/xR+r0kphO4p0jstNgMEi9iXK5HB6Ph5JytVqN+Ph4mgEzkjERciSRSGhCLCJP1ev1VO7OJ1EO5c0O9xm3DRJny64rzP7NLvjO3o/7E8r7HulLJVLy53K54HQ6YbfbaY1qANSL6XK5UFhYiK1bt+LgwYOorq6mXmB2pvhQYKsUUlNTkZaWBpPJRMuUpaWl0cz3V1xxBfr06UOvCzESc77v+M5xMBiEzWajJdiIAYeoJ4j33Wg01iqHQrZJTk6GyWQKWeYgEnCNLKSUCCFk7DADYuAg80jG5ff74fV6UVNTEzaJWaj54UMwGKSLYpJV32KxwGKxoKamBqWlpbDZbPSlLiamm91vIBCAx+OhXnVyn7AX+cSwRjzdpDZ8SUlJzF9AYrBo0SKYzeao9x84cCCvXDxaKJXKiOJ2Y4GEhATk5uaiU6dODeZxbCiIOXd+vx/vvvsuXnnllXoRbp1Oh3nz5mHixIkh7zeTyYRJkyZF3U8oLFq0KOp9J0yYgLFjx8ZwNLURDAbxySefRLy4ZxgGX331VcxrGjMMI1iT2G6348knn6xXXL/X68Wff/4Z8ZjOnDmDhQsXYuDAgbj//vuj7j9aHDhwIOqs9nFxcbj++usjel8Sg6sQpFIpJkyYEHOvnxDIWo8dWtVSwDCM6PfV3r17MWHCBGzatClqwq1QKPDCCy9gzJgxgpJilUqFRx55pJbhMVbw+Xz4+eefo1bBxcfHY9KkSRHL8cWiuLgYeXl5Ue174sQJ/P333zEdD6kCwweGYfDTTz/h888/j/p6qKqqithoSxxOxMMerlwYcBF4uoVk02yQBbbf70dlZSUt90OIAPFok9IeDoeDehdJmyRJU1VVVUTxcuSkEOJBSin5fD4YjUa0adOGxiWzbz7ydziCFg6kPxKTTIwKZD6Ix5IQIiKB55b9IvMRS2st37EIecyJV9fhcCAzMxPJyclQq9U0driiogJ2ux1nz57F2bNnKSnnKhPCKQgIqVKr1ZS4krIwgUAAycnJVF4MXIhd2bdvH/Uoc0Mboo1rDwQCsFqtMJvNMBgMtCSbVqulHmQA9IHrcrlon8SAYjAYaOb9WIOQ7pqamlql5Mg5Itm8yXkDLhDXsrIyWCyWWvH1sQhFIOPxeDzQaDTUWGG321FQUBCynJpQ22wPO3k+ECUB+14l9xEh28Q45HQ66T3VFPWvjx8/jqeffhqfffZZVPunp6djyJAh+Oabb2I2prvuugvz5s2rlwQ6HDQaDUaMGIE777wTOTk5yM3NBcMw2LFjRy3ys3PnTmzduhUHDhxolgneli1bhieffDKkoXf//v1466236q2k6N27dx0PtxCys7OhUChifk3v2rULf/75J/r06RPxvjKZDPfddx8WL14c0zGxsW7dOuzfvx+9e/cWvc8333yDOXPmNIiXc/v27SgvL6+VSd1ms+HRRx/F0qVL69Wnz+fDrFmz0KdPH8HyeQzDwOfzYd++fVi7di3+/vtv/Pe//40qaWmsUF1djXfeeQdffPFFxERXIpGgV69eUKlUolUNTqcz7CK/R48eGDFiRL2MSuGg1WrRrVs3XHPNNejUqRPi4uLgdrtRXl6OkpISlJeXo6ysDEVFRSgoKIDVam2WnveKioqw4Xdmsxn/+te/oiaEBBkZGRg+fHhYR5per8ett96KnTt3xnzONmzYgOnTp6N9+/ZR7d+rVy8kJCQ0SBkxl8uFr776Cv369Ysoztlut2PevHlRVQMIBa/Xi3379qF///51VMw7d+7E008/Xa8SnmfPnsW+ffswfPjwkNef3+9HeXk5jhw5gj/++AOHDh3C0aNHkZ+fL+o93KJJN9cbFSpulS01PXv2LLxeL108ECJK9iPEkxR+DwaDUKlUtJ63UL/kb64hgMSbAhcWhMTLrlKpkJKSgtTUVJptm2s1jeYmJ/0TiyfJ1K7X66lnWyqVwu120/GSvu12O6qqqmCz2WqRlHBkhSsxr4+FVUhuzc6kTgiW2WymL778/HwcPnwYVquVJq+Ktg66XC6vFY9Pkl7o9XqqEAAuZC9NT09HSUkJ9XQKEW+xsdzkt8fjwblz52jCNLPZTL375JoKBAJQq9XweDxQqVS1StsRwxJbpRCJd1lIBk+uB5/Ph8rKSprkjp0sjY1gMAiXy4WqqiqUlZXVkVvWxzjB7aO4uBjBYBBKpRJ2ux3FxcWwWq0RhYVw72fyv91uR0lJCQ0zkEql8Pv9cLlcNGkc13BF9m2KRSjDXChZ1KVLFzzwwAMha4EKoT4SUz4kJSVh5syZmDRpUsy9fwBwxRVX4JNPPkHv3r3rjP3666+v9f/IkSNht9uxdu1a/Otf/2rU+qdiEE5qabVa8fDDD8ekDnQkXrEhQ4YgPj4e5eXl9e6XjZKSErz66qtYvnx5VJLGhk58ZLfbcffdd2PlypWiknUVFBTg3//+d4PV6T5z5gz+/e9/44033oBcLseBAwcwffp0HDx4MCbkYO/evRgzZgzeeOMNWsKptLSUJqz64YcfcOrUKeTl5TWJUZEPDMNgw4YNmDJlCl588UXk5uZGdF106tQJWq1WNOnmqxLChVKpxOTJk7FhwwZUV1eLHotYdOzYES+//DJGjBgBo9FY67nHNmz7/X7YbDacPXsWq1atwuLFi6NKONWQKCsrC7lOCgQCWLx4cUQhAEIgiVHFYMCAAdDr9fWq586Hs2fPYvbs2Xj33XejCokgiYUb6t31/fffY+nSpZg0aZIopVhNTQ3ef/99rFy5MuZrnmAwiM8//xyDBg1Ct27dqJPnxx9/xDPPPFNvQ77NZsOLL74ItVqNnj17UqeRz+eDxWLBqVOncPToUfzxxx/Ys2cP8vPzowo5aNGkmyvJ5iM33AV0IBCA0+nE+fPnqSw5OzsbCQkJNAkVIaTEgknIG/HohQKbQBCSyPb6EU+cVCqlpYuSk5NRWloqOtkX9xj5HlAke3pSUhKSk5OptJ1kxSYeUTI+EpMaFxcHo9GI4uJiWnqKTTyEPNF8EuloiDeXjJHPgsEgysvLcebMGcTHxyMYDEIqldKY7aKiIhw8eJCSX0Ky2G1FshAh3n8yXyQUQKfT0bhxQr5ycnKQl5dHa4BziXYkYMcl+/1+WK1WnD17lsZFu91uSqbJy5WEDEgkEipFJwt2ocz4fOeRO0dC/5PfxIhVVlZGlRskgzg74Zvdbkd1dTVsNhudIzYhjcUCkRgBKioqUFNTQ0uTkfMY6QuAe/2SRYvVaqVKGPI5m2ALqSqayqtgs9nwr3/9C7t378ann34aFfEWC5JfIFwioxtuuAHt2rWrt6eCi27dumHlypW45JJLRO+j1+tx1113oV+/fnj44Yfx888/x3RM9UFJSQl+//139OnTp46E8MiRI3jzzTdx+PDhJhpdw+Cnn37C1KlTMX/+/AbPIhsNTpw4gXHjxuHpp5/G6NGjeb2p586dw7fffou1a9c2aOm2YDCIhQsXYt26ddQQXVNTE9M+9u7di9tuu43GUrrdblRVVcW0DyFEa4z1+/1YtmwZfv/9d9x///247777kJmZKWpfEqYlFmazGW63G3FxcSG369mzJ4YMGYJVq1aJblsMsrOz8cUXX6B///5hq5UQxWNSUhK6d++O6667Do899lizKi+4a9cu5Ofn83p+vV4v1qxZg7feeismRh6bzSZaTty5c2e0adMm6nhhIQSDQXz99dfo1q0b7r///oiTABJVY0PBbrfjxRdfhMViwaRJk5CUlFTnOmMYBg6HAwcOHMCHH36IDRs2RJ3/IhyOHj2K22+/HTfccAMMBgOOHj2K3377jSb6rC/27duHsWPHonPnzkhLS4PP50NpaSlKS0upgy+SvAN8aNGkW6VSUbLBjiflKw1F/md7bv1+PxwOB6qqqtChQwekpqbS74kFQ6FQwOv1wuPxwOVyifZEkzYIkWaXfwoEAjRhm9frRVxcHBITE2kisGjBJuGkxFFqaio0Gg0t50Q8uGS+/H4/HRuJQSeJsPx+P6qqqurIp8TEw8YCbPISCARQU1OD/fv3o6SkBJmZmYiLi4PT6URlZSVKSkpQVVVFZcWRJKbjGz95sBACTzzGhMyRpGASiQS5ubn49ddfaeIzIY9qOCUA9zOSeZtIZjp37kwzchNvsVqtpnJqklCNncyLa3zgjoP8z3e/hMsnQIgokVFXV1dTBQdJmOZ2u2tl/Y8kljsSkGuEjIl8Ru51vvFH2j5pi+8ebWiCnZ2djbS0NNx5551ISkrCxo0bcerUKbjdbhw+fDjkc4NhGKxYsQIlJSV4/fXXMWjQoJiPDwB++eUXFBUVoV27diG30+v1eOihhzBjxoyYWcPVajVmzZoVEeEmkEgkyMnJwQcffIABAwbEnLhEi7KyMgwfPhzXXXcd9Ho9RowYgT/++AOVlZX4888/cebMmSYZl1wuR1JSUsw93cCFZx6RiDdn4v3www9j7ty5uPTSS5GdnY1hw4Zh0aJFcLlc+PXXX1FaWtoohrZAINDg+SJcLleT1K3Pzc1Feno6EhIS6Hu3pqYGxcXFKCgoCEmYGIbBuXPn8Oqrr2L16tV45plnMHLkyLDexEiTXlZUVMBsNteS+PNBo9HgkUcewZYtW2L2fJHL5Zg6daog4Q4FhUKB66+/Hi+++CIeeeSRZlNR4vTp07jnnnvw5JNPonPnztBoNLDZbDh37hxWr16NNWvWwGq1xqQvt9st+riNRiNGjhyJ48ePx/y+ttvtePnll5GamopbbrklonNps9li7n3noqKiAi+99BJWrlyJAQMG4Morr0RGRgYUCgXMZjMOHjyInTt3Yt++fbRiTkOBYRicOnUK8+bNi9ooFw5VVVX1Lj8XCi2adKekpECr1dJMwoTo2mw2OBwOSr7YsdnA/zynRAZKSgq1a9cO7dq1g0ajoRJV4lENBAK0PFSozMtsT6DH44HdbqclrJKSkqiFjmEYmhRLpVIhOTlZdGkrIdJGPifk0GQy0aRtJCM7KT9F+vD5fFRGT8g6QWpqKqxWK2+sMukvUkSzL/t8Wa1WOJ1OFBQUUO+v1+ulGcq5sl4+wsklm3zjI1m4yXl0u91UmRAfH0+JJcMwyMzMRMeOHWGxWKi3mf3iFqsK4CO1wAULb2VlJU6cOIFgMIjExEQqdSfj8/v9NHkX+dtsNtcioOxjFgqPEBoj37jI32wjlsvlqiNnJ8SKTX7FXgdiFBPsNviUBmIVI0Ltcs+NmGuXT7FRH+zatQtpaWm0rTvuuAPAhYydmzdvxuzZs/H7778LegAYhsFvv/2GMWPG4IEHHsDzzz8PvV4f8gXvdDpRWFgoeowejwenT58OS7qBC7HdH3/8ccxK6VxzzTUYMmRIvdro2rUrbr/99qhj4BsCTqcT33//PYALMd5NpZhgIy4uDkuWLMHYsWORn59PjbWxAsMwERNvhmGwbNmymI0hHAKBAA4ePEiTdr399tvN4txcTFi2bBk6dOhAS0ESg2pVVRUOHDiA1atX46effkJpaamg8S4QCODAgQN44IEH8NNPP+GFF15Ahw4dBJ/JR44ciSjsxeFw4OTJk8jNzQ27bZ8+fdCvX7+oa6dzkZmZiVGjRkUdAiSVSnHDDTegffv2MffgRguGuZB74/fff6e5dOx2e0w8jFyQdZIYSKVSTJ48GT/88APy8vJiLp0uKyvD448/DgC4+eabRXu88/Ly6hXHLBZerxd79+7F3r17aZ4owosaypESDi31eduis5eT+GSDwQCj0UizSrdp0waZmZkwGo1QKpW88WrEM0ayEldXV+PYsWPYu3cvTp06BYvFAqvViqqqKhQXF+PkyZOoqqqK6MZnGIZ6Xgm5J+SRvEDIBUsStXHjccR4RLkgicAMBgOtM03if9k/EomExiuT2slEUk0SrxElARlPqLGFIzfkt1jSwv0hc0dKQJFz5HQ6qUeaK/PlxtfzEWBuiAIxRhCFA/HWEk+63W5HZWUl7HY7TUjSo0cP5OTkICMjA8nJyRHJhIQMKGwy63a7UVpaiiNHjuDMmTOorq6GxWKBzWZDVVUVqqqq6MuJqDdqampqGXC47Ycj1uHIOPucEg8wkXOT88FNyse9DmJBSLk5Fvik3txj4zseoWMVul7FPvRj8XJIT0+vcy2T3BC33norfvjhB6xYsQL9+/cP2U5lZSXee+89XHHFFZg9e7ag14BhGPzwww8RWXy9Xi9++eUXUdsmJSXh0UcfFd12KKjVajzxxBMxyeLa2NnVI0FDLjLOnz8f0eKtR48eWLVqFT7//HPMnz8/5hl0GeZCdu5JkyZh165dIRfHDHMhd0EsE/5Fipa6AGzO6Nq1a60cKkQdmJmZiREjRuDjjz/G+vXr8eCDD8JkMoVsy+l04uuvv8aNN96IDz74gOb1IWAYBufPn8cnn3wSkdfX5/MhLy9P1PnX6/UYNGhQzJSA/fv3Fy2bF0J8fHxYL31TgDi5SkpKalUdiSWcTmdECo4OHTpg1apVePLJJ5Gamhrz8RQUFGDy5Ml4++23RSll7HY7vv766waTcguBrMPZiYpbIR4t2tNNHshSqZR6uIinlmQor66uRnV1NZUEcy8QttycyHYrKyuh0WioFInUPCYSXjHEkZB6Ut6KJFCTyWTQarWUTBHZMiG6kRBZvmRdwAXSrdPpaiXRIonh1Go1zTzr9Xppv4QgEZLEjgXmI6VC4wk11mgRjqiF8kKG81Cy22Mfp8fjQUVFBS27xfYkq9VqSm5JebmEhARcccUV2L9/P6RSKSorK2P2QCJWVWIccjqdqKqqQlpaGuLj46FUKun5JMnNioqK4HK5QlpkhUh1pCoEIXIaSq0Ragzc8dTne75xRrKPUBtiybyYOYgF9Ho9Ro0ahauvvhoTJkzA9u3bBbcNBAI4d+4cnn/+eaxYsQLTpk3DFVdcgU6dOkGtViM/Px87d+7E448/HnFW7F27dsHtdkOtVofdtl+/fjGZG41Ggx49etSrjX86Tp48iQULFuCFF14QbTDs0aMHevTogXPnzjVINvNgMIjvvvsOmzZtwuOPP4577rkHnTt3rmWYttls+O677/DEE0/ETHbaiuaBcB5clUqFnj174oMPPkC/fv3w8ssv4/z584LbM8wFaeozzzyDOXPmoG/fvsjNzYXJZEJ5eTl+/vln/PXXXxGNMRgM4u+//6ZheuHQrl27mDzz5HI5Bg4cWO8yiGwl2j8NHo8H3333Hfr37y86iVlubi5ee+01WK1WfP755zF/r1dUVOC1117DunXrMG3aNAwdOhQpKSl1nHEWiwWffPIJfvjhh5j234qGR4sm3aQ+MSHd5MVPJK5SqRQGg4GSID7izSZ0AGqV/SEXOpuUs4lfOA9YMBikdaVJlkSdTgen00mJLluCTso+iQV37GyvLcm2DYCSP7Z0nEiniReeHRcPgGbsY8vhuYQ7lg+cSLyKkZCfcGoBbhw8WxpdWVkJnU5HFQM2m43OISkh5na7abK1lJQUpKenY//+/dFMQcjjZl+3pF8yPp1OR8vQEW831wopRAj5+gsltw61D999EWkf9QU7lESsRzuSMXG3Y997fNtyx9HQSEtLw7JlyzBhwgRs27Yt5LZ+vx979+7FpEmTIJVKcdVVV0Gv1+PIkSMoLy+PajF26NAh5Ofni5Jbrl69ullZyRmGwXfffdfUw2gSMAyDN998EzKZDM8++6xo4u33+7Fw4cIG9bY4nU7MmjULc+fORe/evZGbm4sRI0Zg+/bt2LZtW7Mt+daK+kHsO0Kr1eKuu+6CRCLB9OnTwyZV8vv9KCgoQEFBQdgwKzEgeRbS09PDbltVVRWTZ55SqUROTk6936OlpaURhRC1dJD1HVlPrVq1Ctdddx1uu+020QnJ1Gp1gyYk9fl82Lt3Lx588EFccskl6Nu3L3r27Im4uDgawrVt2zbs27ev2cTit0I8WjTpJjEFEomEZnAOBALQaDS1iCaRbhNZN8Afr8mOOeV7iUdqFSTZpktLS6kXm52ojMhxiWTZbrfHZPHAMEyt0k1sKyzXaMCWvRMJutfrRWlpKcrLy+tkfm4or10kUl1uzG4oEhmKQHLjt0nsOzGW+Hw+FBUVQS6XIycnB0lJSbRUGYmNJzHxwAVDhsFgoAaNcP2KAfdY2XJtksSsqqqKGp7YBqJwRiLuvIUijtyxhNqOe5yRHnMk24dTPoiF2Dj7aLzkjeHpZiM1NRVffvkl+vbtK6okDLlW/vjjj3r3XVVVhblz5+L9998P6YUpKSnB119/Xe/+gAtzHYvFx19//YW1a9fWf0AtCPHx8XC5XDQM6rXXXgMA0cTb7/djz549DU56GYaB0+nE9u3bsX37dnz66acN2l8rWhbkcjlGjBiBxYsXR1SBIBbP5TNnzuC7777DY489FtI77/V6sXv37pj0GQgE6q3s8Hq9WLx48T+GdLdr1w7jxo1D27ZtcfToUWzatAnFxcV488030aFDB3Tv3l3U+50oRxv6ne71enH06FEcPXoU//nPf2rlyWlFy0WLjumWSqWUYAK10+eTzOakzFeo2G723+SHTW7YP3z7hroJ/H4/jU2prq6G3W6Hw+FATU0NHA4HjU2uqqqiySKiubHYBCcYDKKmpoYm0iKee7fbDZfLBY/HU6fMEXmIV1dX4/z58ygoKKDZ1GPl3a6PzJhv23CEOxS4Hu64uDhkZ2ejU6dO6NSpE7KysqBWqyGTyWCz2VBcXIzCwkJUVVWhuroalZWVqKioqFXf3GKxUMk+X1/cv0N9xj5WrjWenC9itCHxNT6fr05se6h2hZQL3M+5MdOhwHfthiPz3G2itd5He20KGWtCtSf0HIlUwt5QaNu2LUaNGtUkfX/66af497//LShNZ5gL8eKVlZUx6a+mpgaLFi2q1/k/dOgQpkyZ0mA1lZsjrrnmGuzZswerV6/GgAEDAFzwsvznP//BmjVrRLWhVqsxffr0estcW9GK+sJgMKBLly5RJxaLFl6vF7Nnz8bOnTtDGp8OHz4cVn0USZ+bN2+OOPyHwG63Y+HChfjggw9imgSxuSIhIQFz587F22+/jccffxxz587Fd999h7vuugtZWVm8VXqaE8i6vpVwt3xE5OmeOXMmVq9ejWPHjkGj0aBfv3545513akkJ3W43/u///g/Lli2Dx+PB8OHDsWDBglqJB86fP49HH30U27Ztg16vx7333ouZM2dGXKNOIrmQKZp4cUmJIlKSCwCtZ8xXNojP283+PNwFHmqBzfae+3w+lJeXw+v1Ij4+nsZbEw8NiTvn1sSOBGxyFgwG4XK5UFxcDInkQu1tkoiEJAcjc0cyvDudTlitVpjNZlpPmS9Te6ReO/b29Yn5jvQcCY2T632VSC5keo+Pj0d8fDw0Gg2USiU0Gg3UajXkcjkty+V0OmGz2aBQKGAymWAymWqVqSIGFW4YQ7j54iOgQt5ePs81N+ae79hDkVzuvPIRYLHzHEqFINRufQlqfdsId12GO3buMYtpt6FBEtE0Bfx+P959910cOXIE//d//4f+/fvTubBYLHjqqaewYsWKmMUAMwyDd999Fx07dqRZ3cXCYrFgyZIlePHFF5tNqbDGgF6vx7vvvosOHTpQL88zzzyDG2+8Ef3790dGRgbdloRsCF3PXbt2hVwuj5oAtKIVsQBZxzQFMTl37hzuu+8+/Otf/8Jtt92GpKQk6gAKBAI4evQonnvuuZiVd2OYC9LoIUOGYMyYMWHXzqTKS2lpKf766y8sXboUmzZtiihTe0tGTk4OBg4cSM+JQqHAVVddhQULFsDlctEQPfb6Suh5R2o3t6IV0SAilvvrr79iypQp6NWrF/x+P55//nkMGzYMeXl50Ol0AIAnn3wSP/zwA1auXAmj0YipU6di9OjRNAtuIBDAzTffjLS0NOzatQslJSW45557oFAo8NZbb0U0+GAwCLVaTW8Or9cLuVwOuVxOrVYkORqpocyHaKTAYogk6Z9sTzJMk1h0hmHgcrlomSduuatIQcZLpMfE80qSyrFLgwGgceTEU0qINtfLL2Y+Qo0pFoi2nXDkm0ClUtU6pyqVCm3btq21mCR12h0OB4qLi6HVahEXFweNRkMf5sXFxRGFCQjNqRgDRTi5eCiJM5ewizUwcffnQoj0c/eJlXoilm1wEcr4wbdNKONFY2P37t3YsGFDk/Xv9/vx/fffY8uWLcjNzaVzYbfbcerUqZj3Z7VaMXnyZDAMgxEjRsBgMNTZhmEY2O12MAyDs2fPYt++fVi1alXMSvi0JHTs2BFXXnkl/T89PR2LFi3i3Xb+/Pk4dOgQhg8fjuuvv56+vwiOHDnSrL1ErfhnoKioCHv37m0yb+Dp06cxffp0fPzxxxg8eDAuvfRSSCQSHD16FOvXr0d+fn5Mx1ZdXY3HHnsMO3bswE033YSsrCxaDpaEnhUWFuLs2bM4efIk8vLykJ+fj9LS0pgnPWzusNlsvMes1Wpp7iMCoiS02+2oqKiARqNBYmIiXbMfPHgQv/32W2MNvRUXGSRMPZ4CFRUVSElJwa+//opBgwahpqYGycnJWLp0KcaOHQsAOHbsGLp06YLff/8dV199NTZt2oQRI0aguLiYer8/+eQTPPPMM6ioqBAlU7NarTAajbj++uuh1WopYfL7/ZDJZJQser1eGvNqt9upVzeUrFbIuxgq4YYQaWJvR7KBEzkz2YYbexutp5vbr0QiqVVPj3j8ucfFlrOzY4LJ97EmR40N7rnh/k+SoKWlpaF9+/a0PAmRlqtUqlrXEnmhFRcXo6Kigm5DMoibzWa4XK5asfCRzhtbQRHqmiS/uZ5u7nZ83/EZjYQk0nwqh2iVD9zjjEU70fYrpMIIZThgf8/+n9sud7tgMEjLuMXFxTXIcRHs3r0b48ePx7lz5xq0n+YIrVZL69dyswm73W6sXbsWbrcbDoejyZQAzQGpqanYsWMHOnbsGHZbi8WCHj16oLCwECkpKejSpQuuvvpqABcM3YsWLUJZWVlDD7kVLRCN9UyvqanBW2+9hY8++qjRSyjxgay/ADS4LFgikUCj0UCr1dKQS3apUaKg/CdDr9dj9erVGDp0qKjtGYbBb7/9hqlTp8Jut6NLly7o1q0bGIbB+vXrcfz48X/8nLaCH+Gui3olUiNyvISEBADAvn374PP5cP3119NtOnfujLZt21LS/fvvv+Pyyy+vJTcfPnw4Hn30URw9epS39AvxwhKQBBIkYzMAKiEnBIlds1io1JeQZyocERAjjeXux5boETLGJTGxktqy2/P7/ZBIJNTLz+exZM9LQ3ojo0F9SR35zfc3m1yR+HW2JIzkCCDJ5ZRKJQKBQK0ya8RzRtphqwRIH5GCfR2Q8ZL/+TLqk//5rlsh4i50nfF9TvokbZFrmc/4JMZjzjeehr6++I6fKyELd28IbSemv8bCnj17cPvttyM/P79J+m9qOJ1OnDhxArNmzWrqoTRrlJWV4Y8//hBFuuPi4jBs2DAsXLgQxcXFKC4uxtatWxthlK34JyPceohhGHi9Xpw7dw6fffYZvvjii2ZBuIH/OTQaqy+n0wmn09ko/bVEOBwOfPPNNxg4cKCocpYSiQQulwtnzpyB0+nEuXPnsGnTpkZ1DrSiYcBe9zVF1YuoSXcwGMQTTzyB/v37o2vXrgAulB9QKpUwmUy1tk1NTaUxEKWlpXUKy5P/heIkZs6ciVdffbXO51VVVTQ5mt/vr/VDSmGRHy6xDLWQJjdWKA83W5YrdoEtRIzYbYfzuodrn+sl5fYrtF+o9sR6/JoafB5dtrpALpdDqVRCLpfTWHtybbhcLhQUFCA7O5tup9PpIJFIoFQq6RzabDZqyOCGBIQy6oh9WLPPH1sdQbKra7VayGQyuFwu1NTU1FJvsK9b7hj4+uaeP75zKZPJaDJCMmdA7dJcfP0KHVcsPeVC/fDd23zGCzK/5PjYnxFDCzu3Qbh+2b+5Y4nFfUJCZVQqFTweD227pqYG27Ztw5IlS/DXX3+1xpu1gkIqlUKtVtNKGmzMmDEDGRkZGDJkSNg2srOzG3CU/H3q9Xpce+21UKvVKCoqws6dOxtlwUvKkDIMA7fb3eIX2USNRf4ePHhwHUktAOTn52Pv3r3NJlTg/PnzNG+K1+utlXS2rKwMp0+fxpEjR3D48GGcP3++NafAPxzE45+YmIjExERYLBZUVlZSheK6detwyy23YNSoUaLKg1VUVNSRpDfUs0AqlcJoNKJ79+7o3r079Ho9Dhw4gO3bt8NmszVIn+y+s7KykJOTg+rqapw4cQIul6tB+2xIEIWvQqGARqOByWRCVlYW0tPTkZycjNTUVKSkpIBhGOTl5eHHH3/EiRMnGo2AR026p0yZgiNHjmDHjh2xHA8vnnvuOcyYMYP+b7VakZWVhfLy8lrkN9QPUJfQhiKTAL/klItQnu5wVtpQCLdvuLGEIveh5MqRIFoiEamhIhLweTQVCgXi4uKQkJBAE6ABoFnIrVYrvF4vLBYLSktLwTAM4uPjaxF2pVJJs8vbbDZUVFRQ0i2kFBB7HFwDCSHchPyrVCokJydDr9fDZDJBp9OhuroaRUVFKC8vr0UMxZJYrrKDb97Igj0pKQkGgwGBQACVlZW1yD732Lj9CxmwxMxLJBAiuOQ4yDlk/6jVaigUClr+DbigqiEGBo/HA4vFEjbJYUMeF8HMmTNRVFSErVu3YtiwYdi4cSOdf4/Hg6Kiopj214qWDa1Wi7Zt2+KRRx7BLbfcArvdjo8//hjr1q1DeXk5AoEAKioq8MYbb6B79+5UrcaHPXv2YOHChY0ybp1Oh6ysLDzyyCMYOXIksrKyIJPJUFNTg/feew9z585t0IR3nTt3xtKlS2E0GsEwF2qXf/311y2uDnhycjL69u2Lyy67DJ06dcKgQYMAXFiQZmZm8ibestlsWL58OZ588slmkcV/5MiRkEgkcLvdcLvd8Hg89G+2wbwVrTAYDLjzzjsxfvx4dOzYETqdDm63G/n5+di0aRPWrVuHkydP4o033kB8fDwGDRoUMvlcIBDA8ePHG9wAZTKZ0LNnTwwcOBDDhg3DZZddBoPBAIlEAqfTiY0bN+LVV19FXl5egz2DrrvuOrz//vvIzs6Gy+XCzz//jJdeegmnT59ukP4aAlqtFjk5ObjiiitwySWXIDs7G+3bt0dKSgpdN2s0GupUIQgEAnj00Ufx/PPPY82aNY3ynI+KdE+dOhUbNmzAb7/9hszMTPp5WloaJS9sb3dZWRnS0tLoNrt3767VHokHI9twoVKpqKWWDXZ5Ji7JZC/0hbx8fBBLCMl2QiRDiBSH8jiK7TsSsiuGDPIdB3f/WKIhveNcD6xMJoPJZEKHDh1gMplgNBqh0WgAXLjebDYbioqKUFpaCqvVioqKilqebgC1SnH5fD7U1NTUknKF8/KGA/f6kUqlUCqVSEhIQHx8PLRaLfR6PVQqFfR6PTQaDf2t0+lQXl4Oi8VCFyJiZd7cMXDJKimllp6eDoPBQP8/c+YMLBYLrwc4lAe7Ma4l9vVMDC46nY7+kGSCKpWqlnGDeANJVYFgMEhVNIFAANXV1SFfwNxzyB5LLPD888/Tv48dOxaTNltxcUImk+Gzzz7DLbfcUiuh3Lx58/Dmm29i9erVePnll1FSUoLt27fjgQcewJdffllHoUbwwQcfNEp+gGuvvRYvv/wyrrrqKuj1+lrfGY1GvPbaa7j22mvxyiuvNJixf8qUKbVC3D766CMAwFdffdUiCJ5arcbTTz+NBx98EKmpqRGVcjMYDLj//vvhdrvx+OOPN+AoxeHgwYNNPYRWtADI5XI8/fTTeOqpp+rwhIyMDPTp0wf33XcfFi5ciK+//hpPPfUUXn/9dQwfPlzQ480wDLRaLeRyeYMlnevQoQPmzJmDa665Bjqdrk7OJa1WizFjxqBbt254++23sWLFiphnm9fpdHjqqaeoWlmv12P8+PFITEzEvffe2+xVc1KpFH379sX06dMxYMAAJCQkQKFQiC4bKJPJ0KlTJ8ycORNHjhzB8ePHG3jEEdbpZhgGU6dOxZo1a/DLL7+gffv2tb7v2bMnFApFrXiv48eP4/z58+jbty8AoG/fvjh8+DDKy8vpNlu2bEFcXBwuvfTSiAbPjp8lC2WhutJiX5h83mIhTyAfopFxh2tTTFuRLAj4jBLRLiiEjAtCP6H2qw+E5L0qlQqJiYnU2mUymaDVapGUlASTyYT09HRkZWWhffv2MBqNCAQCKC8vR0VFBZxOJ3Q6HRISEujiJRgMIi4uDikpKVSGSMCnrojmOIjUKD09HSkpKdS7HRcXR5O26fV6GAwGpKeno3379khKSoJSqawlSQ8H9jj5SLJMJqPHSDzCJpMJ7dq1oy8JofMr5r6L9hrg9iM033K5HAkJCUhLS6PnnWReVigU9H9yDmUyGS0Zp1KpoFarodPpYDQaoVAowo6Xq7ppRSuaAunp6RgwYECdDO4ymQwJCQl48MEH8e233yItLQ0Mw2Dt2rWYNGkSzZXCxXvvvYf+/fs36Jizs7Px7bffYvDgwXUIN4FEIsGQIUOwYsUK6rmNNcjik0Cv1+Ojjz7C4MGDG6S/WEKj0eDdd9/FK6+8gqysrKhqp0ulUkycOBGdO3dugBG2ohWxR3Z2Nh544AFexxxw4Zpu3749XnjhBdx77704ffo0nnrqKVpRiQ9yuRyTJk3Cdddd1yBOIqlUikmTJuGmm26CwWAQJIkSiQSdOnXCvHnzMGvWLCQnJ8d0HAkJCXXyekilUlx33XWYMmWKKBl+U6JHjx748ssvMXbsWKSnp0OlUokm3Gzk5OSEDbOKFSIa3ZQpU7BkyRIsXboUBoMBpaWlKC0tpfp/o9GIBx54ADNmzMC2bduwb98+3Hfffejbty/Ndjps2DBceumluPvuu3Hw4EH89NNPePHFFzFlyhTBmyYU+OI32X/zkTGh7YXaFyNFrw+i8W6LNQLEqn+hbdmkjTvfJEaWHSsr5pxEM0Y+8kU8nSaTCVKplHqniZw4KSkJbdq0QUZGBtLT05GRkQG1Wg2Px4PCwkIUFRXRMmFGoxF6vR7x8fEwmUxISkpCWloa5HJ5zI0JZI6kUim0Wi3i4+NhMBig0+koAZfL5TCZTGjTpg3S09ORk5ODpKQkUeSQ2w/ftUR+iOcXuGBwUCgUSExMRHp6OrUohjp+ofsRiD6kIZzEmz13BoOBEmmdTkeJNnChViepxU5iuhmGod7vQCAAn89H50HImME2MLSS7VY0NV599VW0bds25DbXXHMNZs+eTRdV33//PVauXMl7/WZkZGDZsmXo2bNng4wXuJCsLTExUdS26enp+OabbxqMeHOh1+sxY8aMsLWQmxoPPvggHnvssagWnWwYjcYGr7DQilbECklJSYiPjw+7HbmPR4wYgdOnT+O5554LKaHOyMjAa6+9FnOiC1xYo6SkpIi+V7VaLR566CG8+uqrVKkZCygUijpVPoALBtp7770Xl1xyScz6ijVkMhkmTJiADh061HvdLZVKkZKS0qAqXNpXJBt//PHHqKmpweDBg5Genk5/li9fTrf54IMPMGLECIwZMwaDBg1CWloaVq9eTb+XyWTYsGEDZDIZ+vbti4kTJ+Kee+7Ba6+9FvngOaSOXR6LZJ4mn7P/F+MNZMtUAXHJohoaQiSpvtLmSL3kfGNi/0/mmh2TTDy0pHQZe17FemWjgc/ng9VqpbJzIg03m81wOp3weDxITU1FRkYGcnJyaNkwt9uNc+fO4fjx47BYLDQxA0loRogcm3SLkXWLAcMwVM5OZM4A6BwSL6zRaERiYiI1AiQnJ0Or1Ub84Ah1DRB5Nkk2plarodFoEB8fD71ez/vSECLWYq+1cPcl37bceG6JREKNK0qlkiahi4uLo9cnOV8KhYImXCSE3e/306oJ5Fzw9d1KslvBRmZmJjp37ozOnTvz1gpvDKxYsUJUUqnRo0fjscceozkMnnzySXz55Ze8iXvS09PRqVOnhhgugAvl3CLJvpyZmYn58+fDaDQ22JjYGDZsGAYOHNgofUUDpVKJcePG1ZtwA4DL5WrNhN2KiEDW1U2B8vJyVFZWito2OTkZ//73v9G5c2f8+eefmD59OgoKCgS379KlS4OoPoLBII4cORJRhnu5XI4JEyagV69eMRuH1+sVlM+3adMGt912W5Od13CQy+W49NJLYzK+QCCA/Pz8RlnPRWS6FTMgtVqN+fPnY/78+YLbtGvXDhs3boyka14Qjx+JK2UTcHaSJyI5J3J0dsZp4MLimRubyheXGWsrSLiYT/ainp1gS2is7O3FeATZ44gGpA+2Z5bEI2s0GirlJZlSrVYrampq4HK54PP56i3FFgIZEykfV1ZWRpNTkGQsJF5bp9OBYRhq2VcoFDRJmcPhwOnTp2Gz2dC5c2dKaBmGoZmtIyVi4c45mQ+XywWz2Qy9Xk/nkf1iI6SRZKZVq9UwGAxQq9Ww2+0RlywTui5InLjL5aKeHhJLHh8fD4fDQe8poXZDzRHf99EagbjHQGKwvV4vFAoFrWwQCASgUChoSArwv1qqPp+PEhbSHlE7cPsLp4Kpr1efjWuvvRYAcPnll9cqyciHQCCApUuX0oXIvn37BKXDragfpFIprrzySkydOhUJCQno0aMHUlJSAAAHDhzAL7/8gldffbVRSxn98ssv2L59O4YOHRryWaNWqzFr1iwUFhZizZo1sNlseOihh7BhwwZ8+eWXtQhtRUUFNm/e3GBjPnnyJF544QXMnTtX9D6XXXYZ+vbtix9//LHBxkWgVCoxY8YM7Nq1q1b50uYCr9eLDRs2xMQwsGHDBhw9ejQGo6ofsrOzodVq4XQ6Ybfb6XOZ5Djx+/1wOBzwer00zJDkXWlpie9aGlQqFdq1a4dLLrkEXbt2xWWXXQa5XI7Dhw9j06ZNyMvLa7Rs8vn5+fjyyy/xzDPPiAqp6NChA+655x48/fTT+PHHH/HYY4/h448/rpWfioDwhliDYRh8//33eOSRRyIKqzUajejVqxd+++23mIzDZrOhurq6TqgwcOHddvvtt+PLL79slrHdwWAQVVVVMWmrvLwc+/fvj0lb4dC89VJh0LlzZ6hUqlpEhpC8QCBAvVQAaNmJmpoamM1mOBwO6kkMtXjmenG5pClSgiDUHtdjx+2fkDF2jW++dsXI6EONQ+wxcT3VJO7XYDAgLS0NiYmJVMorl8tht9tht9tRU1OD6upqmM1muN3uWg80IYImdkx8bZBs46dOnUJycjKVaZMa7hkZGZRwG41GBINBJCQkoKSkBB6PBw6HA8XFxQgEAmjXrh1t3+VywWazUeMBe27FzFsoEGOB2WyGRqOBXC5HVlYWAoEA3G43NBoNAoEAzGYzVCpVLYIdjQSS7/yTH3KPkGRjRI5EznNlZSWdA/ZCJ9R5C2cY4o5L7Pi554FkvFWpVNTwRo6FEHCivCAllcg8kOR5Ho8HdrtdMFNuqPAWMZ+LxS+//BLR9qNGjaJ/r127FitWrMDGjRsbNPPzPw3Jycl49913MWbMGN445N69e6N79+7YtWsXfvzxxwZLyMOFz+fDXXfdhfHjx2PYsGEYPHgwNTpyoVaray02A4EA1qxZAwCYP38+DAYDFAoFZs2aBYvF0mBjZhgGS5YswZAhQzBq1CjR6qdYL4iPHDmCwQLx29dffz0GDBjQbGuUHzt2DHa7XTAmXgyqqqrw/vvvNwsFz48//ojExESqgvB4PJBIJFS1FAwG4XA4qPE7EAjAbrfj0KFD2L59O/773/+ivLy8lYDHEBqNBtdccw0mT56Mvn37Ijk5udaaY/z48Xj88cfx3XffYd68eThx4kSDX0uBQADvvfce7HY77rvvPuTk5IQk3xKJBP3796eKxo0bN2Ly5Mn45JNP0K5du1rbHj58uMGSa+Xn5+OFF17Axx9/LJhEmg+xjLN2Op0hieull16KW2+9FZ999lmzeCaw4ff78csvv2Ds2LGiaq8LwefzYdmyZY2SRA0AJExzm0kRsFqtMBqNmDRpUi3JL4nh1ev18Pl8cLlc8Hq99IQQIm61WnH+/HmUlpbCbrfXKv0E1C1zxCXlYuTdkXix2W2GIv5ccs31gvONS4wxQQyZEDoG4H+1nNPS0pCenk5jwvR6PZRKJbU+u91umqDMbDajuLgYLperVjI87rFFKuHliykmUnd26TCGYZCVlYUOHTrQzNxSqRTl5eU4ePAg8vLy4HK5aIwvSSJGkl4Q4w0xHNTXY889ZhImodVqkZycjLS0NBgMBmi12lovFK1WSxUEpaWlOH/+PGw2W0Rj4jPCkDjm1NRUdOjQAXFxcfRztVoNmUwGm82GEydOqRmwWwABAABJREFU4Pz58/B4PLXOIWk3kuOuz+fs74H/1WokyeZIfXN2Zku/308NCV6vl+am8Hq9cLvdtC4s8XRzj497nEL3NNmGlFtrinjJQCCAo0eP4q677sKRI0cavf+LDd27d8eKFSvQsWPHsATRZrNh8eLF+Ne//tXo9U+VSiXS09Mxb948jBgxgnebadOm1fEwSyQXYg5TU1Nx2WWXYcWKFQ3i8eEiISEBn3zyCW6++WbeWtIEwWAQCxcuxIwZM2I6pyNHjsTatWsFv1+/fj3GjRvXLGtCS6VS3Hvvvfjoo4+iIt5nz57F9OnT8f3338dsTE21vPR4PDh9+jSWLVuG//znPyguLm6ScVxM0Ov1+Pe//40HHnhAsNIBQSAQwIEDBzBlyhT8+eefjTI+mUyG9u3b46GHHsIDDzxAy77yYffu3bjmmmuoAkkqlWLAgAF49dVX0aNHDygUCpw6dQpPPfUUtmzZ0mDXsVwuxy233IK33noLubm5Yd8lJSUlGD16NP7444+Y9C+VSvH1119j4sSJgtscPnwYt9xyC/Lz82PSZyyRkpKCRYsWYdiwYVE5NpxOJ1atWoXnnnsuZs+IsI63lky6n3zySSqzJR5u8rIhnm1CPpRKJY3vlclksNvtqKysxIkTJ1BWVlZHksQltNGSQLIPnzcuEg9zKNLPJtx8BJ2PCHAJAVfqLZYwEXKWkJCALl260Hp4Op2OerldLhcdPynL5XQ6UVZWhuLi4lrniTvO+hI3oHbYgVKppDHcHTt2REJCAiVoTqcT58+fx8GDB1FaWko9U4R4y+VyatVlS5UjlXKzIWScIcYCIh9PSEigWdi1Wi1UKhU8Hg8liBaLBeXl5dT7LkQQxYLMSXx8PDp27AiVSgWNRgOfzweZTEYzHxcWFuLo0aO0pBafx5kPQgYi9t/RjJ+rwJDL5dDr9UhKSoJer6ex6cTIwu6fxDJ6vV7YbDZav51rFOIi1HXL/r8pSTfB8ePHMXbs2H8k8Y5UNSMEvV6PL774AuPGjRO9TzAYxB133IGVK1fWq+9ooNFo8NNPP/FKj8+cOYPbbrsNhw4davRxCUGhUOCOO+7AggULeMljXl4eNm/ejBdeeCHmscfhSLfT6cSIESOwbdu2mPYbK0gkEkyaNAnz5s0LabTgYvPmzbj33ntRVlYWU4LR1MvLQCCArVu34r777msl3vXEfffdh/nz54tO5MUwDLZu3Yo777wTFRUVDTy6/yE9PR2rV6+myZv5xvXRRx9hxowZdVQQCQkJ6Nq1K3Q6HfLy8lBQUNDgSgmpVIpLL70Ur7zyCkaMGMHrtfV6vTh+/DjeeustrFq1Kqb1w5966im88847gqQ1GAzivffewwsvvNDgdcujQbdu3TB//nz069dPdHy3z+fD8ePHsXDhQnzzzTeorq6O2XjCPfNatLycyEMlEgmVwbpcLiiVShoD6/F4KHEhxdFdLhcUCgWMRiPatGkDq9UqSJ7EeLX5wCdD5+4bCcHl2494RIknlxBCQhLI31wvJvH4Edmt2+2mclquTJgPXAOAXC5Heno64uLiYDQaER8fT8svESUCyQSt0WgQFxcHqVSKQCAAq9UKi8VC++UaO6IFd+7JMQUCAfj9fmg0Gposixhj3G438vPzYTab63iKg8FgrTki7fIZUYTAd0yhjpE9hsrKSvj9frjdbhrjTZQDdrudxiLz1c7m9s93bfLNGZFo19TU0Bh4Yrzw+Xy0dFmbNm3gdDrhdDrreMOE5oTbJ5+xiG9/MQoN9j5+vx82mw1+vx8mk6lWyTCS0I9cHzabDTabjcYPcksSigXXQFdfaXkskZubi+effx733ntvo8mdGwI6nQ433HAD5HI5fv31V96YdZlMhmuvvRZarRbt27fHrbfeiurqanz00Uf47bffaDhBpOjWrRvGjh0b0T5SqRQfffQR9uzZ0yg1r9mQy+W82cxdLhfee++9ZkW4gQsLosWLF8Pn82HChAm49tprIZPJ4Ha78fzzz2PZsmUNFibxxx9/oKCgAFlZWbzfa7VavPbaaxg9enSjEgmxYBgGX331Ffx+P5566il06tSJtyoMwzBwOBzYvn07fvjhByxfvhxms7kJRtywkMlkGDJkCEaPHo358+c3uREgWkgkEurIYCf4FHI2KJXKWhUBysvLUVNTE7VaRafTYdKkSRFlzpZIJBgwYACGDx+Ob775ptHmvrKyEnl5eejTpw/vu/f06dP4/PPPeddJ1dXVMYuXFguSVO3BBx/EnXfeiUmTJqFTp06Qy+WoqKjA9u3bsXbtWuzZswelpaUxn8ddu3ahpqZGUL0glUrxwAMP4Pvvv8eOHTti2ncscOjQIUycOBHTpk3D6NGjkZ6eDqVSWefcB4NB2O127N+/n4bbNYZRhYsWTbptNhsYhqGSW/YimsT5kJjvYDBIk2gBoBlbSRIqh8MRtXeND+HIQaTgtkE8eTKZDHFxccjIyKDZct1uN5XWk4zMhJCrVCpotVqakdrv98NqtaKqqgqVlZVUUh1q3Gw5O1EZ6PV6Oh6j0Ugzbft8Plp2isQFq9VqSmRMJhNN/MX1REVi4BD6jH1OSaKV6upqerNZLBYoFArYbDYUFBSgrKyMVzLO530VMqLEAqQ/Mk+EeFutVqhUKshkMurlZpNDoQcIl8iK6Z9hLiSMs1qt9JxJpVLodDoaAy2RSGj9c67EnI9ACyEU+WaTV75Eguw2+M5PIBCgMYEkmzl5XshkMmp4InPJ57EPBS65ZqtaYuVdjSWuueYaqlpoidDpdJgzZw7uv/9+SKVSFBYW8h6LRCJBZmZmnTwHQ4YMQX5+Pp5++ml8//33EZ+bu+66KypDSmpqatSVOuoDu92Ol156CW+88Qadi+rqajzyyCPYvXt3o44lEixbtgyrVq2iMeeBQACFhYUNei+ZzWZUVlYKkm4AGDBgACZOnIgPPvigwcZRHzAMg8WLF+OHH35A586dcfPNN0Ov12PkyJFQKBQ4dOgQNm/ejDVr1qCoqKjFPgfEQi6XIzc3FzKZrFl66sJBIpHglltuwfPPP4/U1FQ4nU6cOHECR44cQVFRESoqKuD3+6HVamE0GpGRkYEePXqgU6dOMJlMYBgG5eXlWLduHT7//POoZMJpaWlRlY9Sq9UYNmyY6IoKsYDP58Nnn32Gfv36oVOnTrXCyQ4fPoxnn30WeXl5jTKWSFBTU4NPP/0Uq1atQrt27aBWq1FYWEjVoA2Fw4cPY//+/SHrVCcmJuJf//oXDhw4ALvd3mBjiRb5+fl47rnnMH/+fFx11VXo3r07srKyYDQaIZfLUVNTg5MnT+KXX37BgQMHUFNT02RrshZNuu12Oy0LRIi2TCajsiqv1wu9Xg+5XA6HwwGbzUbJncPhqOO5ZIOPtLG/i2TRxedJrA/Yi3ulUom2bdsiMzMT8fHx1ONN4qiJB5TMkUqlohJbYoxwuVxISUnB+fPnkZ+fXydbczhpu1KprCWFZpcLMxqNUCgU8Hg8NPkXOT+EwMUyMQQZk5A3lxhfCgsLYTaboVarIZFI4HK56DXB9hZzrwMxEmO+79ghANx2Q+1HwM68T8guWx3A/gnXlhAZ5pszkpwmLi4OcrkcOp2OJhgj25B4frPZDL/fX2v+he4VruGGEGr2OPmUJ6Gk/KGMNcQgQfI6sM8Hd/64xhYhsM8hd96E5rQV9ccbb7xBCTcA3qyzoaBWq5Gbm4svvvgC9913X8QxrNGGB0gkkiYpI8YwF5KUrVu3jl6L5L5u7vD7/Y2qDPB6vZgxYwa+//77kHHRjzzyCJYsWdIsvd0E1dXV2LVrF3bt2gWJRIKXXnoJEomklvOhOcPpdEYkkRcCMa631IRqWVlZeO+992qR3ksvvRSjRo2ipS7Je4aETXHfOampqbj00ktxzTXX4P7778epU6ciGgMJa4sG7dq1g0qlatQ8CLt378aYMWNw0003oVOnTggEAvjrr7+wceNGFBUVNSsjOBvBYBAVFRWN+lyx2WxYtWoVBgwYEDIB3ZAhQ9C9e/d6ebu56sJYwuv14syZMzhz5gxWrVpFS0cD/1O4NodnQIsm3cTq7fP5KJlkGKaWzJXc6ETeTH6TrJfV1dV1vLvhbshwi+hQkthowW6TTVhIzKrBYIBGo4Fer6cWXYZhqMSeZBcnCcWCwSCV2Pp8Phrv5Ha7UVRUJJjVnU8WTH7IDUtkm2RhR2TlxENKVAZer1dQHhXNQ5FLjPlIJJuker1eunBne4r55MT18Wrznf9ojDZC12Y0cyWknOBuQzzaDoeDGlCIt5lcZ8FgkJYr40tqxHcdsYk2qf9NcgAwDEOl9MRYw/WgR3usRPkhZnu+ezjUZ3zEO1aE+9SpU+jQoUNM2jt37lyL9PgQdO/ePSa1ORMTE/H1119j0KBBF32MO8MwrWXjRGLnzp34+OOPMWPGDEGDcNu2bWE0GqNaHEskErRp0wazZ89GUlISGIbBsmXLkJ+fj//+978NQohb4vmfM2cO7rjjDmRnZ9frfq+qqsKWLVuaxYI7GqSkpAgqL4izQwxkMhkGDBiA119/Hffff39ECQjrQ1JJ9Y/GRDAYRF5eHvLy8mqt8VpRFwzDYNOmTZg6dWrI8mV6vR7Dhw/Hrl27IppLoji76aab0KtXLxiNRjgcDpw5cwZ79uzB3r17UVlZGVNDCOEXzREtmnSXlpbC5XIhISEBCQkJ0Ol0kEgktIwSIZRssuL3++H1emG322E2m1FeXg63212LjHEJLht8klE+shIK0Xi/+DyHhJyQ5FmBQAByuRwGg4H+DwAGgwEMw9DySDKZjMrvpVIpTCYTnE4nfD4fsrKyUFVVVUtiG44EE2urWq2m54DE4JG4br/fD5fLRRf7JM6b74EcisSI8TyGaov8T8bM7SOct5hP8izUb30IkpCnnu/6Y48nGvAdC9uAQST5JGu53++nRhySWI3Uvg7nzecaaxQKBUwmExISEqjhjFjufT4fLTFH7lGiVBF7rGLPjdC8ikGoa4B9zPXBgAED8H//93949NFHoy4J5Pf7sXTpUrz66qsxT0DVmPjrr78wWKCsU6SIj4/Hww8/jMcffzwm7YWCy+XCwYMHG7yfVtQPPp8PL774Irp164bhw4fzbqNUKjFixAjMmTMnorYlEgnuuOMOzJw5s1Z5ouuuuw5+vx+///47HnroIZw4ceIfTxJee+01LF68GHfffTduv/12tGvXDgqFQvT+DHMhJOuNN96IWbbnpkBFRQXKysrqlLOKBhKJBDfddBOuuOKKiObEbrdTw3skCAaD+PPPP5tUWfFPv4/EoKCgAAsWLMB7770nWH5LIpGgbdu21GkmFldeeSU++ugj9O7du1aoF8NcSF57+PBhzJs3D+vXr29xhsFoUH93QRPC7XbDbDajoKAAp06dwunTp1FaWoqKigqaoMtsNqOmpgYWi4VmyyYy6sLCQloyTKwnTUiWK4RYenL5xufz+VBUVISioiIqG6upqYHX66WWHiK512g0kMlkUCqV0Ol0tcpPxcXFIT4+HvHx8dRbHkoiS8ZALEoulwtWq5UmofL7/bRkU2JiIp1jQnT9fj/Kysp4bzIhKXY0ZCiUB5ctOebzcPN5mIV+8/XNh0hky0Lb8akNuJ7VUF7WcGPjUwe43W6Ul5ejurqa3jMSiYQmmCPSfL5++OYPAM1HkJKSQuVr5EelUiEuLg5paWm0ljoxGoU6BrFgG1jCzbcYcO8V9nmIBcrKyvDCCy9g6NCh+PbbbyOOy6uoqMAbb7yBBx98EGfOnInJmJoKCxYswIkTJ2LW3uDBg5GQkCB6+2gTTm3duhVLly6Nat9WNC68Xi+eeOIJwdhPr9eLLVu2RNzuDTfcwFsPGLhgiB44cCB27tyJhx56KCZqjpYMj8eDY8eO4eWXX8bQoUPx+OOPY926dThz5kyddRtR1rlcLpSXl+PIkSP48ssvMX78eHzyySfN1uslBgUFBZg3b17MSuMZDAb07ds3on3Kysqiem+UlZVh9erVrcS3mSMQCGDJkiVhS0Pa7faI1kgJCQmYOXMm+vbtWye3ikQigVarRZ8+ffDxxx/j448/RnZ2drSH0GLQoj3dbMm4x+NBTU0NjSUmccbA/4gDiXHmlnsK5+EMBTGL6vp6PYXaIITRZrPh5MmT8Hq9tKaySqWCSqWCy+WicT42mw0qlQo+nw86nY7+7fV6KVEgieX4iAOfp53ItM1mM+Lj4xEXF4e4uDiaId1isdCkajKZDA6Hg84z24PJjbHlHne0ZIhPDsydw3DtC0nshb5nb8ftU2hO+doL55Hla4/9dyiPPV/ffPND7h0AcDgcKCkpoZJIYr0OBAK0njX35SokrSeecpPJBIVCQX8Y5kJiRKKIIJ8bDAacP38eZrNZtAJD6Jj5xiN0/0drHIultJzA5/Phjz/+wJ49e5CYmIjevXujT58+GDZsGK688so6/Z0+fRrnz5/H0qVL8fvvv1803rNTp05h4cKFeO+992LSXk5ODuLi4kSXDfnkk09w9913h61Vy8V33313Ucz/PwXHjh3DmDFjMHfuXJpBHbjwzli1ahXOnj0bUXsKhQIzZswImxMgISEBs2fPBsMwWLhwYdTvvosFgUAA586dw8KFC/HVV18hNTUV7du3p8ZapVJJ10GVlZUoLS1FaWkprFbrRZEkLhgMYv78+ZDL5Xj66acRHx9fr/YkEglycnIien86nU789NNPEZVlAoBff/0Vx48fj3aorWhE1NTU4LnnnoNcLseYMWPqVD2w2+345ZdfIgpN69WrF/r27Rt2LaTX63HHHXdAq9Xi/vvvvygrKRC0aNJNCAH5TUg4STQl5OEEUMezHcniXexiOhQxiHRBzkeqgP+VsrLb7Th79iw8Hg9ycnJo1kq5XI6qqipaWo3I7gOBAC35RKSmfAk4uMfC9z/JgG61WqnHkiQxIKSceNTJvDudTjgcDt6M26GIqNDcRLow4RoPQsXj8p1HrgFCaFxixhHJvnwknuvdJtc5Od9iyDXfWNjHTzK/Ew+D3W6noQQulwsWi4WGLIgxQEilUqjVamocIgkP/X4/fdgTTwYxoqWlpdFcDOHKeAkZPPjmgdtOfRa5sSbafAgEAigvL8eGDRuwYcMGvPXWW+jUqVOdvklm24sRK1euxOjRo+tI1hoDeXl5WLFiBR566CHR+1RWVuL3339vwFG1oiFw7NgxjBgxAk888QRNZLVlyxZs2LAh4hCNdu3a4fLLLxe1rVarxQcffIC///670UsYNVcwzIVkuefPn8f58+ebejiNCpfLhdmzZ+Po0aN46623cNlll9XrXRPpM5NhGKxduxYPP/yw6MSVwWAQmzZtuigMH/8UFBcXY+rUqdi1axfGjx+P3NxcyOVyVFZW4quvvsKPP/4YUXu9evWi5WbDQSqV4sYbb8Qtt9yCRYsWRTP8FoEWTbqB/xFmPg8i37bs39y/2Z8J7c9dqHPjYNmItcRUaByE2AaDQZw/fx5utxvt27dHWloapFIpvF4vfciq1WpaLkkul8NmswG44MUkJaj4Mrqzj5PbfzAYhNPpRFVVFXQ6Ha2HbrfbYTKZoNfr4XK54PP5EAwG4XA4YDabaYkm7nyy/+f+LTQf7H3Z88I3fq4BQ0hSznfMQp/HCmLaY19XxGOsUqnoOfX5fHS+2dtya7bz3Q9kW745ZxtMPB4PzGYzJBIJjY8XIsJ83nmJREITp0kkEhonRGTrAGiWfeAC0SQ13isrK8OONdT9L/S/0H7hEOtrIFL8E2OFz58/j5tuugmPPfYYZsyYgaSkpEbtf+7cuRg7dqxoWXp+fj5OnjzZwKP650AqlSIrKwsymQxWq7XWMyHW8Hg8eOedd+rdTv/+/ZGamip6e41Gg0cffbSVdLcCwAWl04YNG3Dy5EnMnDkTN998c0Qx7gQMw6CkpCRi4/Lx48excuVKTJs2TVTyNpvNhkOHDkU8vlbUhV6vR2ZmJtq3bw+TyYSioiIcOHCgQWKgzWYzPv74YyxZsgTJycmQy+WwWq0oLy+PyMstk8nQvXv3iNZGKpUK48aNw8qVK2MWTtHc0OJJNwEfGQq3vZjP2Agl4RXrIY4V2O0S7zVJVlZaWgq3201JLztNv1KphFqthsFggNPppInVnE4nbDYbSktLadxGKFLGHYvX60VVVRX1aAcCAcTHx6OmpobGcRMyWFNTA7PZTA0FpC+u8USshDgUieabL267oeTYoYwAoTzy4STefGMTY+whIOdNq9XCYDBAr9dDo9FApVLB7XajqqoKFRUVtbzPYsYUyrhCviMEm2v4icRrTzzd7GSHJLs+V/mgUCho2TuDwQCz2VyH4EerduCWKRN7zYU7Pm57rYg9ampq8M4772DTpk1YsWJFVHVkgQvZjSNN9PP333/ju+++w+TJk0VtH80itxX86NatG6ZPn44xY8ZAoVAgPz8f77//Pr744otmLd+fOHFixPv069cPbdq0QVFRUQOMqBUtDQzD4NixY3jggQfw2GOP4aGHHkKbNm0iknxXV1dj8+bNEfft8/nw0UcfoX///ujdu3fY7c+ePdvi84c0NVQqFa699lo8/PDD6NOnD0wmE01SvGHDBsyYMQNlZWUx7zcYDKKmpgY1NTVRt6FUKiMyMhJcccUVSElJiaqefEtAiyfd4Ra0kSyi+STG9ZUQN+SCmz1GNglyu92orKyEzWaDRqOB0WhESkoKle+S7NDABXIsk8lQU1ODyspKFBQUwOFw1NqGr19ybGyy5XQ6UV5eTmPISTkLs9lMk2CRWt1sqxmbFIbzLLPB7Z87PqH54h4Dt71Q8y30f7gxhgKfoYE9Xj4FhVQqhV6vR1paGpRKJeLj4ylp9Xg8NF6fZKIXO17uNmKPP1RbQvcA8cyzy4RJJBKaY4Ak8yOKCFJaTCaTUS++WCMbH6Ih6tzj41MO8BnnWtEwCAaDOHDgAIYOHYoHH3wQ999/P5KTk0V7gEpKSnDnnXeitLQ0on4DgQBmzZqFPn36oFu3biG3tVqteP/991tJdz1hMBjw3nvv4Y477qgVF92lSxfMnTsXBQUF+Omnn5pwhLFHWlpak9R2b0XzRnV1Nd566y2sWLECw4YNw5AhQ9CrVy9aBYQvVDAQCKCsrAxvvfUW9u7dG1W/+fn5ePbZZ7Fo0aKQMnOGYbBt2zbY7fao+mnFBU/xPffcgzfffBNJSUm1zqdSqcS4ceNw5MgRvPPOO83S2EiSNkcKk8kUcZb8loQWTbqFJOXRkh/2vg0lDef2VZ/2+UgaN8bd7XbDZrOhoqICSqWSZoYm25PfDocDdrudysv5SHeoOSSkyeFwoLy8nHreiUcTACX9hYWF1APOVw88FmoFIa+2mGMJ1Sbf31xyXB8yJ8aII5H8r9RWXFwcdDodTCYTlWq7XC4EAgEYDAbYbLY651KoDyEJPh/EzD0faWefF+KFV6vV0Gq1ND+BVCqlHmiFQkG3CwQCouVNkSgNQh2bUPgB3/zUl8S3Inrk5+fjpZdewscff4y+ffti2rRp6NixI1JTU3mlkOXl5fjzzz/xzjvvYOfOnVH1eerUKYwbNw6rVq0SjNVlGAYfffQRtm/fHlUfrbgAiUSCqVOnYvLkybz3nlqtxtSpU5s16V6yZAmuv/76ph5GKy4SBINBnDhxAidOnMB//vMfpKenIycnB7m5udQYz34fFRcX45dffsGxY8cikgmzwTAMfvvtN7z00kt46623kJaWxvueP3LkCBYuXNgsyWBLQXJyMh577DEkJyfzfq9QKHDHHXfgyy+/jNho3Bjwer1Ryd8Jf7lY0aJJN/GmEqseV+7KJqBAeNLI51WMFmIIdX374pJTtudXIpHUkp17vV5IpVJYLJY6VlC2ZJivdBa7baFjJP16vV5KqEliNY1GQz2YpIwb8V6KIdr1ITJ8RJlPwcBHtNjXBNejLlYJUR/weUyJB1ilUlE5udFohF6vh1qthlqtht/vpwnyzGYzTTzGRjgSLkQuQx033zyxt2XPJSlDRq5Nh8NBybZGo6EhCeQe93q9CAQCVIVBxhJOjRFqbiMxwrH3E9ouls+PVkSH4uJifPfdd9i4cSPUajWGDRsGrVZbZ7utW7eirKwMHo+nXv2dOHECY8eOxWeffYZ+/frVSVBUUlKCzz//vNUYU0+o1WpMmjQp5P3Vs2dPZGdn49y5c403sAhw/vx5qkISi6NHj6KkpKQBR9UyQN4FJM8HqUJzMS/OI4HL5cKZM2dw5swZ/PzzzyHf6fVFIBDAN998g6KiIjzyyCPo2bMnEhISEAwGUVlZiR07dmDOnDmtWcvriY4dO4atzZ6bm4urr74aa9eubZxBRQCfz4djx45FbGgsLy+HxWJpmEE1A7Ro0k28tiQhk1KphEQigcfjgdfrpQmfCKEEQpcHYkOITLE/D7Vwj3TxHU5KHao/Lkkk4wRAjzsQCNSK++EjU3zEUgzYfUkkF2K3rVYrzWpNFqKkdjgh2+zM5ULSZTHzGEoqzSZ67Pb4CCPfcfMRdqH9Qm3Hbbe+UKlUkMlkkMvlNMFYMBik5dm8Xi/S09NpmAE3YR177ELXNHdOuKRSjNeXz7hBvnM4HPT6IIsqtVoNhmGofJxcs36/HzabDVarNWQdSbHgG1uk+4f6LtbkWyaTITU1FVdddRUAoE2bNhg3bhwAYPPmzThy5Ah27NhxUb+sIoHL5YLL5cLy5csbvK8TJ05g2LBh6NWrF8aMGYOcnBwAwMaNG7Fjx46LNjatMZGenh62RFt6ejoeeughPP/8840zqAjx66+/4rnnnsM777wjKvzBbDbj5ZdfrldcZUtGu3bt0L59e2RnZyM7Oxs5OTlo06YN1Go1nE4nCgsLsXXrVmzYsKH1ucdBQxv5fD4ftmzZgh07diAjIwOpqanw+/0oKSlBaWlpa8byGCAnJ4fXYMyGSqXC4MGDsW7dumZn2GUYBuvWrcNdd90lusxdMBjEzz//jPLy8gYeXdOhRZPujIwMaLVaGjtM4gekUinNkl1UVASr1VqLVAoR11D/830e6iKvr8RYyMPG/Y5P/io0RuI95ANfG2KPldsOIdOBQIDG57KJOfschPNsizFACBkrwkmMIyHGfKoCbjvh5jYW8mPi6VYqlbQsGwDqOVar1QgGg9Dr9TS+PhIpNB9h5JvfcHMrZLggIFLyyspKyGQyxMfH0wzm5BoiOQACgQBqampQXl4Op9NZS4kRzhAVCtEQYyGDRH3bDYdly5ahT58+yMrKqvPdtddeC4ZhcPToUTz66KPYsWNHzPtvRWh4PB7s2LGjde4bCL1790ZKSkrY7cSWM2oKBINBfPbZZ7jxxhtxzTXXhIx3LCwsxNSpU7Fhw4ZGHGHzwpIlS3D55ZdDp9MJvscmTJiAZcuWYfr06f9Y40RTwuVy4fTp0zh9+nRTD+WigkwmwxVXXCHKOKfVapttaNuOHTvw6aefYtq0aWENCC6XC1u2bMG7774Lr9fbSCNsfLRo0m00Gml5KiI9IoTb7/dDoVDQetChEoOJQTiyyyUhYr3VbHIbjgTyeW7FyLGjIc9itw3VPzfLNfkuEq92uIdJKPk4+YzPoEK8qERqT4gc24vKJ6XmeoW5P+zj4aoN6nv9kd9sVQd5KLvdbrjdblgsFmi1Wlqvnl3+TQw55B4Dn1KAa+wI1TZ3G+K5JnPtdrtRUlICh8NBlSvkHmYYhmbht9vttORcuBrdfOMJtQ3fWPnmhX09cLfl8+bHEmPHjg35vUQiQdeuXfH++++jb9++MVEDtKIVzQViPCUMw+DXX39thNFED7vdjttuuw2TJ0/GQw89hJSUFCQmJuLs2bNwu90oKyvDihUrsGHDBhQWFjb1cJsUffr0CUs6VCoVxowZg8WLF2Pr1q2NNLJWtDTEipSGczbECkajEf379w+blZ5hGOTn5zfbMAu3242ZM2eiuLgY9957L7KysqDRaABcUEs4nU5YLBbk5eVh/fr12LRpE6qrq5t41A2LFk26tVotjfFhk26Sodvn89HvhDzcXBJFPmNDjCSZbz+h7difE+JHfoiHONR4yb6hjABC4wpFBsJ5mMM9uMJ5QsUYCCLxqJPfobzcfJ+RuSbx0FqtFn6/H2azGU6ns1Y4QqhrgWTfVigUNHM4AYlVJp5a4r1ljzuSBzfbeKFQKKDT6RAXFweGuRBHr9PpkJCQAJ/PB7vdDo/HA7fbDa/XK9qjHeo7IYJJtmd/J3Ru+P4mcXk+n4/mGyDHC6BWrgH2nMVKNRDt9cZtJ9T/jWmBbsh6xbECO2wAQKuBoBGRnp6Oyy67DADw119/oaqqKqL9JRIJsrKy0KlTpzrf7d+/n+bziCUkEgnuvPPOsNsxDNMi6tU7HA58+OGHmD9/PnJzc9GuXTv88ccfVJEXbZKriw1iakEDoCFWzRmkvKdSqaQG8tbnXsMjNTUVI0aMQK9evVBaWoq1a9fi0KFDokmqRCJBSkoKevTogS5duiAhIQEymQw2mw3nzp3D8ePHcebMmVohfLFAZmYmOnbsGHa7QCCA/fv3x6zfhoDVasX8+fPxzTffICMjA0ajkTpUrFYrzGYzbDZbLQfRxYwWTbpVKhXkcnmtEkNsiSrx/IXycgtJaUNtQ7bj208MYWd/plQqodPpqEw+EAjQeER2/HO4fsRKf4XINPkdKyLD9XCK8VaLHS/fNmItkIQoa7VaZGVloV27dtBoNPD7/SgqKsK5c+dQU1NDyaoQeZdKpVAqlTAajTAYDFCpVNTzTIwnLpeLempdLhc1BnFrk0dyrGQ7hvlfXWuFQgGXywWVSgWtVktl/V6vF263O2IraCivLZ+RKpTyQkjFwDU+EOItpMrgM1bE6nrlIpTyItr2G8MSXVNTg/fff79ZL+batWuHadOm0eQqfr8f3377LX755RccOnSolXA0ILKysrBy5Ur06dMHALBlyxZMnDhRdPycVCrFlClT8PTTT/PKuE+dOoWKigrMnz8fGzduhNvthsvlisnYxVzTpaWlLcLoBFx4xvh8Phw5cgRHjhxp6uE0S4itPZ2Xl4dDhw418GiiR2pqKh599FEMHz4cer0eFosF+/fvx/r16/H777/D6XQ29RAvSnTv3h0LFixA7969qQFn8uTJePHFF7FkyZKwcedSqRRDhw7F66+/jq5du9IqPATBYBAWiwVnzpzBjh07sHXrVuzbtw+VlZX1fo+RJLnh4Ha7W0T8czAYRHV19UXvxRaDFk264+LiqHVErVbTi9Tn89HSVTU1Nbx1igm48mGuVJjtlWF7K/kIJZ9nj+vNBv4X1yyTyWAymWAwGGgyOIlEQmUX1dXVcDqdtSxA4bzy4Y6TD3yGglBy4lDtR0siIxkvn5ef+50QYSJkuUOHDujatSv0ej0YhoHT6aSZsk+ePEmvGyGyJJPJEBcXB5PJBLVaDb1eT7dXq9VwuVzQ6XRQqVT0OhUqyxbJnJHFmsvlgs/no6W2NBoNvU6CwSDNCO73+3kNGuHk0KHOMx8iJahC9xCfvF1o7LG0ivJ56yMxwIVSDQjtF0tYrVY88sgjzUZiefXVV2PkyJEwm81YvXo1zp8/D4PBgBUrVqB37961tr3yyitRU1ODjz76CK+//nprEp4GQNu2bWleAIKhQ4di0aJFuOeee8Iu3GQyGR577DHMmjWrzuKToGPHjujYsSN69eqFiooK5OXl4cMPP8TevXvrlYGbYRgsXrwY11xzTcjtTp061Wwzl7eiYXD27Fm8+OKLTS7Fl0gkMBqNMBqNCAQCtEJLcnIyZs2ahfHjx9eK4e/fvz/uuusuLF++HG+88UZrhvoYIyEhAbNnz0bfvn1rfZ6RkYF3330XNpsN3333Xcg1RNu2bfHOO+/giiuu4P1eJpMhMTERiYmJ6NmzJyZPnowzZ85g48aNWLduHf7++2/YbLaoDO41NTVwOp3Q6/UhtzObzRGrlVrRtGjRpFsikUCj0dD6zyTus7y8HMXFxbDb7bWIkxBZ4/4m5ItkhyY/fr+fljlie6BDeQIJydPr9TThgcvlotZNjUZDPd1kX5VKBYVCAZVKhbKyMthsNkHDgRgvvNBnQhAi4WKl6UKIRs4b6jsx8bfsz8h5NZlM6NChA1JSUqBUKqFSqWC32+lLkXioyXXDvn7Ib4VCAb1eT6XlJLkZ8XITAwrZ12AwIC4uDk6nk+YZINn12deoGNLt9/tpyRQSRlFZWUmvU1IfMVLJDp/HmhiOoiG4oa4X7jkSo+BoSOlRJFL7UONuaHLNhx07duC5557Dzp076z1HGo0GV1xxBfUMnDx5MmJLer9+/bB8+XJkZmaCYRi88sor2LJlC9atW4fu3bvz7mM0GvHcc88BAF577bVWj3cModFosGjRojoLUAAYPnw4pk6dildeeSXktZOUlISXX35ZkHCzIZfLkZ6ejvT0dAwaNIiWTdu4cSMOHDgQlRKjoKCAJooUwsaNGyNutxUtEz6fD7t27cIrr7yCHTt2RK0kksvlyMjIQKdOnRAfHw+73Y4TJ07g3Llzoq9TjUaDMWPG4P7770dOTg78fj+OHj2K/fv3IycnB2PGjKmTNE8ikSAxMRGTJ0+GVCrF//3f/7V6vGOI4cOHY8CAAbzfJSYm4sUXX8Tu3btx/vx5wTZ69+7NG0bDB6lUCr1ej27duqFr1654+OGHceDAAWzevBnbt29HXl5eRDWri4qKcOzYsZDJIxmGwe+//95qsGlhkDAtUERvtVphNBrx0EMPAfif96+iogKVlZWwWCyUHAtJeYG6HlJCypRKJTQaDUwmE0wmE3Q6He2jurqaJn4Skn4TyGQyqNVqJCUl0XgeiURCybvdboder6d9kIWuVCqlpK+qqgpFRUW1YoCi8VgLgUsehCDkiYwWfB50oe/5/ueOn2+s7O9J+IFGo0Hnzp1x+eWXIz09HQaDgZLXmpoaWCwWlJSU4MiRI6isrITX662TLZuUtkpLS0NcXBytj61SqaBSqagnm9QTJUSc5BsgMV0OhwMej4cScJIoLNTcEsWEVqtFSkoKjEYj3G43PB4P9Ho94uLi4HK5UFlZicrKSnof8JFZIel8OAgZdcTuG0qpwCW0fOMLNT/hrpNQ9w6fsSacYS0cSJvkXq6pqUFcXJyofcPh5MmTmDdvHpYuXVovWa1SqcTAgQNx/fXX48Ybb8Tll19OVTmnT5/GCy+8ILr0Vv/+/bFs2bKos0jbbDYMGTIEe/fujWr/VtTFZZddht9++w0JCQm83xcWFmLw4MEhMxCnpqbi77//Fl36hQ9utxs//fQT3nvvvYgNRFKpFA888AAGDx5MP+vWrRuys7Ph9/vx3Xff4bnnnkNFRUXU42tF7BHr5aXP58Pff/+Nr776CkuWLInqfEskEsTFxWHAgAEYP348BgwYgDZt2kAulyMQCKCwsBBvv/02vvzyy7CqG5lMhilTpuD111+v81wn711igBdCdXU1xo4di23btkV8LK2oC5lMhmXLloVMPhoIBPDKK69g5syZvAYbiUSCSZMm4ZNPPglZZSAcyLryjz/+wMyZM7Fr1y7RBqLrr78eb731FtLT01FaWory8nIkJyejffv2lHA//fTTrfXQmxnCcq6WTLrvv/9++P1+WCwWVFVV0URYhGxzCQwfKSU/xKttNBqRlJSE5ORkaDQamrSKECWv14vCwkLk5+fD4/EI3kAksVtycjKSkpJqJXojBgBCuogXlDycScZOl8sFm82G/Px8WK1WSspCQYio8nnmuEYH9m9ue6E8kGIhJFuvD8SSbhLLbTAY0Lt3b3To0AEJCQmIi4tDIBCATCZDWVkZzGYzLBYLTZLhcrnqqBqIGiE1NRUJCQk0npuURPB6vTTDuN/vh1KphMPhoEnyyHXpcDgAXCg3ZLFYYLFYeOXgfCELpFwYu2QY8XQTeTmRsPNdM6FIt5AChGu8Cmf8EbqWxBhuhGTlQh5xvv0j7VMsIiHdBLEk3YWFhVi8eDEWLVqEY8eORd2OWq3GoEGDMH36dFx77bWCyYgOHjyIa6+9FmazOWR7V1xxBb7//nvesmaRYPHixbjvvvuadWx6S8LUqVMxd+7ckNts2LABo0ePFiQZycnJOHDgADIyMuo9HovFgsmTJ4eVd4YDeX4Hg0EUFRW1Xi/NELFaXjIMgxMnTuDTTz/FqlWrUFRUFJV3Oy4uDjfeeCMmT56MPn36CMp3i4uLMXz48LDx9jk5Ofjxxx9xySWXRDwWAoZh8Nlnn+Hxxx+/qEslNRYSExOxc+dO5Obmhtzu4MGDuOGGG1BaWsr7/YgRI7B8+fKwpa7EgGEYHD58GBMmTEBeXp6ofYgaQqPR0LxAarUaiYmJkEgkVAXbiuaFcM+8Fi0vdzgcsFgsKCoqop5CbuZpLllhg022NRoN0tLSkJ6eDpPJRD2KJKEBITdyuRzx8fEoKSmh0l0hMq9QKGi8NvszsrAh8bgkwzVbquz3+6FSqcAwDIxGIyV/wP8yWfMRMzGeQAC0VBb7b+LFZRMUYrzgZo+OBuEMIJG2LVZazyaPSqUSBoMBJpMJCQkJUCqVsFgs1MBCFnEmkwl6vZ4aVrhe+UAgAI/HQz2CUqmUGkXcbnetUnYMw0CpVNK2JBIJ9Ho9lEolAoEALBYL1Go1/V+MxJpc52wZLjsEgZw7oTkN5W0mx0OStJFrnxB57nwIzXc4yXWocy7kTRf6Tsz+FwMOHDiAxx9/vN71oNu1a4eXXnoJEydODJuwpWvXrhg9ejT+85//hNyuS5cu9SbcADBw4EDEx8c3SlKs7OzsWh7gEydOwG63N3i/jQWpVIq77ror7HZDhw5Fbm6uIMmorKzEokWL8Oyzz9Z7TCaTCW+//TZ+/PHHes11rBPzaLVadOrUiT7TT506FZEktBUNg0AggB9++AHPPPMMTpw4ERXZVigUGDBgAGbMmIEhQ4aEJVJJSUm45JJLQpJuiUSCIUOGoG3bthGPh9vOTTfdhAULFjRK9n22o0kqlSIQCFxU4Txt2rRBWlpa2O06d+6Mq6++GmvXruX9/sSJE6ioqEC7du3qPSaJRIJLL70Ut956K44dOybqGmYYps47kCSHjhUyMjLQp08faLVaVFZW4tixYygsLGw1YDYgWjTpzs/Ph8VioYQ0VKkntneK/dBRKpWIj49HdnY2lYGr1WpKOkgZKEIQ7HZ7SE8XIa4kVpj8TyTGhHCTLOs6nY7G5ZL+yAVPSGJCQkKt+FwxMnD232xCzvXusyX1Op0OGo2mVpk1l8tFkzqQsfOR/lAQ8nBzJeaRIJynkc/AQuaTyMDlcjnUajU0Gg2CwSCNqydx9kajkWa/5441GAzCbrfDYrEgLi6OEpdgMAiFQgGlUknl5QzD1Lo2JRIJNRCxr4dwMjQ2yDkIZXgIZSQRUjyQ8cnlciQkJCAxMZFeIyS5H8mdwA53kEgkgsYgbtv1vW7EbCtmOz7wycvJPEfjmY8Vqqqq8O233+L555+vl3VboVBgxIgRmD17Ntq3by9qH3LfhEJqaiquuuqqqMfFRnZ2Nu6++27MmTMnpsYTkltj4MCBuOuuu5CcnIwuXbogOTmZbnPw4EFs27YNH3/8MU6dOhWzvpsSYuSRCoUCHTt2FCQZDMPg008/xcSJE6MOHWCjTZs26N+/P3766ad6txULqNVqfPTRR5g0aRK9bw8ePIg5c+Zg9erVF5UhpqWAlN1cunQpXnrpJUGPZDgkJibiiSeewGOPPSYYYsFFIBAIaXCRy+Xo3bs3Hn30UVFZpsMhIyMDDzzwAP71r3/F3NtNnt/t27dH37590bt3byQnJ0Ov10Mul6O6uhqbNm3C2rVrw6qZWgLi4uJElZBTqVS44YYbsGHDBl6jQ35+PlavXo1p06aJLl8XCnK5HJdddhnNu9PUaNOmDRYvXowBAwZQ40tBQQHWrVuHL774An///Xezrf/dktGiSXdpaWkdKXkozx75TUiESqVCWloa2rdvj8zMTCgUCkgkEqjVauqBBv7nCSZE1Gq18t6kZButVkuzWqvVakrCgAsvEkJ4FQoF9R4S6zpZvBOiR7JSJyYmwul01pH4EoiR25LxEemzXq+HXq+nGbbj4uKoJJphLiTsIvL90tJSVFdX1ynrJAZCHu5oiDabBAn1Qf7nI3zsc0/ON/lNiCOJxyZkmiu5JOfH4/GgsrISEomEKhPYsnKyaGCDnGcSK06IdzjPNB/CeYnFtMUl3uRvpVKJlJQUSrqVSiV8Ph+Sk5NRWVmJoqKiWuoLrlGLO5ZwxJVvHJHIuLnbsq8RITVKKC89t00hz7uQUUHIoBEtrrrqqnpnZlYoFHjxxRfx3HPP0RAWMbDZbNi0aRPvdxKJBCNHjsTs2bORk5NTr/Gx8dprr+HXX3+NSQ1Sg8GAW2+9FY8//jhSUlKQnZ0teF569OiBHj16oF+/frjuuuv+McmNpFIppk+fji1bttCwFy7OnTuHCRMm4Ntvv6038S4pKWlWNbUHDRqEiRMn1lpc9+jRA19++SWmT5+OBx54AAcOHGi6Af4DMXv2bPz555/YvHmz4DUZChKJBO3bt8c777yDkSNHRvTMKywsxIkTJ3i/k8vluPPOO/HKK6+INlyGg1QqxR133IH169dj69at9TY2yuVytGvXDv369cMll1yCHj16oHv37khPT+clkLfccgv69euHGTNmtHjJMrtSUDj06dMHRqORNwO4x+PBhx9+iEsvvRTXX399vYl3IBBoVmEwN954IwYMGEDvC5lMhg4dOuDJJ5/EqFGj8Prrr2Pp0qXNwkBwMaFFk263202JElCbbPAtqtgeXq1Wi4yMDLRr1w6JiYm1pLTE20uyS5MkWMFgEA6Hg5JuvqzWcrkccXFxMBqNtI4yiecmsnESc+v3+6FQKKhMmHi5iaeZnRWbSKLNZnMt2bcQiRWS0isUCphMJrRp0wbx8fFU0q5SqWjZMq/XSwk+28tLak1HIwUPBbGSeOB/D1R2GTcuYRVqj2wXCATgcDioBJyQZZvNRj3S5HNCyPlA2gkEAlSOTiysxHDBHhdRNwCgUnKSK8But8Pj8dQ5n0KebC5JJn+zf4dCKKUGGR/Jqk+uT4VCAY1GQ7O0k7AObmb9UNJwPkIudEyRHg/bsMQm+eRe4WtbqC0hjzf7GMJ58WN5n9SXcHfo0AGvvPIKJkyYQNU7YrFmzRrBLK96vR7vv/9+zBaf7Hbnz5+PO+64A/n5+VG1IZFI0K1bN8ydOxdXX311RIvuXr16YcSIEVixYkVUfbdEdO/eHXFxcSEJzo4dOzBhwgTMmTMHnTp1gsFgiKgPp9OJkydP4rnnnovac9kQ6N27N6/HUiqV4sorr8SqVaswduzYVuLdiHjllVfg8Xii2lcqlWLQoEGYNWsWevbsKZqEARee9WvWrEFxcTHv9507d8bLL78cUyMjcEHS/uabb8JsNmP//v1RvzsyMjLw6KOPYuLEicjIyAi5hiFQq9W44447sG7dOmzYsCGqfpsLyNpazHsuPT0d8fHxgmW38vPz8dhjj+Gll17C6NGjo87HEggEsHv3bixZsqRZkG6JRIKMjAzeOZJIJMjJycH7778PtVqNL774olkSb5lMBolEwhuS2ZzRokl3IBCoRb7CgZBinU5HvdtGo5F6ewm5CAQC0Gg01FvpdDpp3ePKykpKzvjaVygUNFM5edgRIs0m/WyPNjkGUivaYDBAq9XSmGFiCEhMTARwIb6OL+ENH1Fh96nRaJCUlIS2bdvCZDJBq9VCpVJRQqXVaqmxQaFQ1Ir1IXHKbG97KG9hLDy2pC0C4qXXarW1zg+77jXffux+PB4PLaelUCjgcDjo3Hg8Hni93lrJzoQk32xC7Xa7UVlZCafTSWP4iZGG65Unbft8Png8Hkq6ybGEMpzwjYE71+Hk5HzgI5GEpPr9fmi1Wni9Xmq0MRgMNJt+cXExnE5n2LkPNQ4hSTr7t5Chgb0P8dDr9XoYDAZIJBI4nU5YrVbeLPSh5kqsrJ29D9+xx9pAFQ1ycnKwYsUKXHnllRHva7VaMWfOHEGZ2YABA2KSXIsPV199NZYvX45x48ahoKAgon0lEgkmTpyIefPmRbVQkslkmDRpUrMg3e3atUOnTp1QXV2NgwcPRrTICAaDWL9+fVTnXgg7duxA3759MWLECDz++OPo06dPSIntwYMHUVVVhR07duDnn3/Gnj17ml0tduKBEvJmdejQoVkSb4lEgssuuwwDBw5Eeno6fvzxR+zevfuiiNGNlnDLZDLceuuteP/995GdnR3x/kVFRVi0aJEgOerVq1dMcldwIZFI0KtXL3z++ed4+OGHsXv37ojb6N69Oz744AMMGDAgYuOqTqfDVVdd1eSkWyKRoEOHDrj00kupd5gktRUDosoU817SaDRISUkJGUp05swZTJs2DevXr8fdd9+NXr16UUcdd63CVkG6XC6ac+q///0vlixZErJCRGOCYRhUVFQgGAwKPvPi4+Px2muvobS0FOvXr282UvOEhASMHDmS5mbIy8vD8uXLkZeX12zGGAotmnQLycmFvNwymQw6nQ6ZmZlITU2F0WiknkkSg0u2JeSSeKXdbjdqampQVVVVZwHPBTtWmoyTEGh23Ct5KJKXi9/vh9VqrSU1DwQCUCqVCAaDMBqNdJ/y8vI6CeP4ZNfE80dKXGVmZlIPt0ajoUnayBx4PB4olUp6bKQeNCGSfO2TMbDPS6xBJM4mkwldu3ZFZmYmjec/f/48CgoK4HK5Qp4XhrlQ9s1iscBsNsPr9cJkMlEJOTk+YiUlSgUhaTT5n53UzOFw0H3YHleyPTFkcNUK7GtZjJSZb1tuX3zbhpI9s78naoeEhAS43W4olUpqTKqsrIROp4NCoaAGA3Ymf7HnP5zcnO84hLzPRJmQkpKC9PR0Olan04nKykoUFBSEDM/gmwfuWMJ9J9ROrCTm0SAnJwerVq1Cjx49otr/0KFDOHTokOD37FKGDYE+ffrg008/xa233hoRkRg/fjwWLFggmJ1YDCLxjjUUOnfujJUrV6Jr166w2+04c+YMfvrpJzz33HOi533x4sWYMmVKrdj1+sLn82HNmjVYt24dOnXqFDJu/OzZs81esvrTTz/BYrFQwzYfOnTogK+//hqDBg1CTU1NI46OH3K5HLNmzcKkSZNoKbenn34aW7ZsweTJk5uVkqCxIJPJMHr0aHz44YdIT0+PeH+GYbB69eqwZZga6pkukUjQvXt3zJo1C2PHjo0omWROTg4WLlyIq666KqrxkTVLU0IqlWL8+PF46623aII6q9WKDRs2YMaMGaJKxJFyqWJIt0qlEmVAsdlsWLNmDX788UdkZGQgPT2d8geiCARAS86azWbY7XaqjCUlgJsTdu/eDbvdDqPRKLhNcnIy/v3vf+PIkSPNIsdJeno6Zs2ahXHjxlFD72233YaJEydi+vTp+P7775vcyREOLZp0A+IyJAOgxDM1NZWm4Sfx18SbrVarIZPJqOyXLGq8/8/eV8dJVbbvX2e6dna2g24URaQRUAQkvmAi0mG8IiJpABbKiwIGpaBiItJ2USLdLSEdC2zXdM/8/tjf87xnzp4zc2Z2tmCvz2c/u3vqec5z6rnu+7rv2+WCyWRCcXExzGYzb91j0he3203rbxPiTR42It1mZ1lnl5FyuVxQqVRUyk2k6SSWnJBDnU5HE3yxJ15CZEomk8FgMCAhIQEKhQIKhYK2Q5K5kZriGo2GemEB0BhuYngQ8gCy/4+Wd4997YiH9a677sKdd95J4/EdDgfkcjlNNMcng2ETLaJkIF5R4qkmBg62TJmMPx/4yCCbVAuBS5ZDkW2+MQlFGIX2EwsyTgUFBTAYDJDJZDRmnZRDI+NDcg3wlToT0zc+L7uQYUDof+KBj4+PR0pKCvR6PXQ6Hb2fSTz6tWvXAj584Y6VWANAqONUFBITE7FmzZqICbfH48HSpUuDXtPdu3fjxx9/xLBhw8rtfHv06IGWLVuKju+WyWR44oknykS4gZJzq0ywCTdQIrlv2bIl6tati9WrV4sej/bt2wclk2WBz+crU9m6qoLs7Gx8//33GDNmTNDtWrRogYEDB+KLL76ooJ4Jo1u3bnj66acDlBxKpRL9+/fHjBkz8MILL1QJKWtFolOnTvjggw8iItwAkJeXhxUrVgT9hh8+fBjZ2dnl4u0m6NChA9q2bYsNGzaI2l4mk2Hs2LFo06ZNxO9hu92OgwcPRrRvtNC+fXvMmzcvIPu4wWDA4MGDsX//fnz88cchj0Hm62IglUrD+k7Y7XZcvHixynisy4Jz587hwIEDeOCBB4Jud8cdd2DcuHGYOnVqpcrMNRoNXn31VQwaNCggVIxhGNSvXx8zZszAgQMHqryxMSyz1ieffIKWLVvSpFudOnUKSLDjcDgwbtw4JCQkQKfTYcCAAcjJyQk4RkZGBvr16weNRoPk5GS8/PLLEUuhhDyPXBAvt8FgQFJSEmJjYynBJtY9hUIBl8sFo9FIJ+Z2ux12u53KgAsKCgJKSPGRJa/XC6PRiOLiYjgcDjidTioHJOSFfb6EeJOkWyRbuMlkgs1mo+0TIkQ85ULSIa5Xk5wfkZPL5XKoVCr6P5G3a7Va+Hw+2O12Sh7dbjeV5964cSNoXfJoW5fYZIzE4Ddv3pzefy6XC/Hx8bRuYXx8PK2DLuTFJedFCDoxeJA27HY7XC4XFAoFvXZk7IPJ6MkPuS+IMSTYT6hSbNz/+Ty/fOfItyxcMkjuteLiYuTm5tL69Ha7nd6TRBav0WiQlJQEpVJZykDBZ1hgX1ehH74+CknLSciBXq9Heno6EhMTkZycjKSkpIA4+7i4OKrWiBTc/okh59z+VyQGDRpUJlnx8ePH8dNPPwXdxuVyYdy4cRg/fny5lVdiJ6IUg7S0NHTv3r1MbV67dg1fffVVmY5RFsTHx2P16tWUcLNhMBgwfvx40cc6duyY6KzEVd1LUF7w+XxYtGhRyHGSSqV455130Lx58wrqGT/uv/9+rFixQjB0YsCAAeVmaKmqUKvVmDhxYsQlvPx+P7Zs2RKyNve///6LxYsXR5TRXuzzRbKNi0VCQgL69OkT8feNnPvOnTsj2j8a0Ol0eO2113jLfclkMvTt21dUXg6Px4PLly+LatPj8Yjynt+MMJvNWLx4cUgVklQqxfDhw9G+ffsK6hl/H4YOHYpRo0YJ3gPNmzeP2MFQkQjrCa1duzbmzJmDw4cP49ChQ+jevTsefvhhnDp1CgAwefJk/Pbbb1i3bh22b9+OzMxMPPbYY3R/r9eLfv36weVyYc+ePVi2bBm++eYbvPnmmxF1Xkz8JJmkE4sW8dIRb7bRaITFYgnwlJpMJphMJjidThQVFcFoNCIrKwuFhYWlPHpc75fP54PT6UR2djays7NpiTEA1ErErq9M+kykyYWFhTSGnEh8rVYrJTkk5lgo/pftJSS/SRw0qQ1NZO6EQJOYZgCUiBMPsNVqxeXLl1FUVFTKOBKMSAQjUGLB9jinpaXh9ttvpwqF9PR0qFQqWCwWaLVapKWl8RI/Aranm5S9Il5vmUxG15HxlUqllHgHk6tzj09INFc2zichD/YBrmwvKak3npubG5DBmSgeANA8AAkJCTAYDAF5CwB+gs3+nyhByH7sfYIZ0NgKCJlMhpiYGNSvXx9paWkwGAxQKBTUsEbK8KlUKlrCL1pjy/f88Z1vZSAmJgbPPvtsRJMwr9eLn3/+GcOHDxc1sTSZTFi8eDFGjRqFgwcPhmVEPXnyZLkY7MqSadbhcGDGjBmCiZTKG0qlEtOmTeMl3AQDBgxAq1atRB3v3Llz+P7770Nut2HDBsGEQrcCTp8+jRUrVoS8H5OTkzFx4sRKe77vu+8+rF69GsnJyYLbRKPEUXWDwWBAmzZtIt7/8uXLmDdvXsiKBW63Gx999BEmT56M8+fPi5YN+/0lJWcLCwtD7kPUjmKhVqvLFD5y/PhxTJs2Lao1oMPFww8/HNTr2rx586D3PIHP58PBgwdFfVfy8/Nx+vTpsPp5M2Hjxo345ptvQn6zExMTMWbMGFGl2Nhgh1lGCoZh0LNnT8ycOTNo4k6lUhlRDoeKRlgzsgcffBD/93//hyZNmqBp06Z45513oNPpsG/fPhiNRnz55ZeYN28eunfvjjZt2uDrr7/Gnj17sG/fPgDApk2bcPr0aXz33Xdo1aoV+vbti//+979YvHhx1GQLQl5OoORlabfbaaZol8sFi8UCu91OCa/JZEJ+fj4l24WFhbhx4wZycnKo15rvhcn1djudThQUFCA7Oxtmsxl2u52WhgJKLGwkXppkwbZYLLBYLDAajdSzSPpJvIskoRs5Fh+Z4/aHEEq2pNrpdNLJqdvtphlrSTZ1kuzr2rVryM/P5/XwC41/WSXObOJFYnXr1KmDBg0aID4+HvHx8bjjjjuQmJiIOnXqQKfTUUmx0ANOlhFvvtlshtPphNvtRmFhIQoKCmCz2WCz2eBwOGA2m5GTk1OmWBwuwRa6NkL7iiUjkZL3UPHIRBWQmZlJ1R4kTCMmJoYSW6CE5CkUipBkk60s0Wq10Ov1NPkce6IYzGBD7gvSF5KjIS4uDrGxsTTjukwmC1CzcAm92PtRiFyzl/F569nrKhpWq5W+d8OBx+PB/PnzMWjQoLBlwz///DMeeOCBkN5xoOQdefz4cQwZMiQk0Tlz5gxu3Lghuh9erzesCSsbeXl5+OOPP7B69epK8/q+/vrrmDx5clDiFBMTgw8//DBoPB6Bz+fDlStXgp7PpUuX8MYbb1S5BGcVjenTp2P58uUh3/mDBg3CbbfdFtaxk5KSULt2bdSuXZu+N8NFXFwcpk+fLop83Gog865IcPXqVbzyyis4evSoqO1tNhu+/vprjBw5EidOnBC1T15eHubOnYsJEyZgz549QYlOQUGB6OMCgMViiVhWm5OTg2nTplUq+VQqlRg5cmTQhIzp6emiJf3//PNPSIOx3+/H+vXrw07SeTPB4XDg/fffx969e0N+7/r06SPakyyTydCqVStMnDgRs2bNwosvvoiOHTtG9N6rV68e3nnnHVEhI5Wdk0AMIu6h1+vF6tWrYbVa0alTJxw+fBhutxs9e/ak2zRv3hx169bF3r17AQB79+7FnXfeiZSUFLpN7969YTKZqLecDyTjNPsHEDd5Jus8Hg+MRiMlVYRwsWWzZrMZJpOJEuCCggJcv349IENzMMLE9nYSeTYh6uz4a5IYjRBpk8mEwsJC6t0uKipCTk4OzZROEjLYbDYUFxejuLg4aKZrbqwp8e6S+Gciwybx3cSrTbyYRMaelZWFrKwsSjzZScr4CD97TIRIZjgghIVkbmcYBlqtFg0bNqQEi5Q+k8lkQSdK7Gtjt9tx5coV5ObmIjc3l8bPE5jNZly/fh2FhYX0mov1UHPPN9S2QqQyHLIWijyL8dST9rjnSp6b7OxsahiTy+X0/iMEXK/XQ6vVBiQB5PaRkF+lUomkpCTUqVOHTkJr1aoFvV4vqrwJOZZcLkdiYiLS0tKQnJwMg8EAlUoFlUoFl8uFwsJCOJ1OSKVSei7cayNmjMVuwz7HyvZ0+3w+fP/992F5LvPz8/H+++/j9ddfj9gISpRDwVBQUIAFCxbg3nvvxcmTJzFu3DhMmjQJhw8fpioKoOQbs2vXrrCzl2dmZmLChAlhyz8PHjyITp06YdiwYRGT9mige/fuojIPt2/fXhTpBoDPPvsMP//8M+86h8OB9957r0okyqlsWCwWvPzyyyHlqXFxcRgyZIjo47Zt2xZ79+7F6dOncfr0afzwww+ilQps/Oc//0GvXr3C3u9WQFFRETZs2BBWHLvT6cT27dsxcuRI/Pzzz2Ht6/V6cfDgQaxcuTKkp7CwsBAzZ87EvHnzsGrVKowePRoLFy7ExYsX4XK5Ar5LZrMZn332WUiZO/f4f/75Z9hzLY/Hg8WLF+Pvv/+u1NCSmJgYNGvWLOg2CoUCjRs3FnW8I0eOUN4hhPPnz2PBggURG2puFly/fh0zZszA9evXg26XkJCAYcOGhZT4y+VyjBgxAr/88gvef/99TJs2DXPmzMGvv/6KuXPnhlXtRC6XY8qUKaLelW63OyzjfGUh7ERqJ06cQKdOneBwOKDT6fDTTz/h9ttvx7Fjx2h2aTZSUlKoBS47OzuAcJP1ZJ0QZs+ejbfffpt3HZ8clUs6AVCvHTvNPyG/hLARLzjxJhMyTrzRYrIzs6XdZKJvs9loSTKGYegyknSNeF3Z0mSTyQSLxULJsUQiod5xdkkr7nmyZeVkudfrRUFBAbKysqBWq2lsOdlOrVbT4xHvem5uLi5evBggww6WGTyaYPefLRUlXkuHw4HLly/TxHNEgk7+FjoWuX5utxs5OTmQSqVo2LAhlVI7nU6YzWZcuXIFmZmZVGoejvFALJELBu41LEs7QtvweX259y4AqnjIzc2FRCJBSkoKLdlGCLJUKoVSqYROp6M5EdjHYrdJEp7p9Xpaoo5hGJr0LCsriyYJDGZEkUgkUKvVSEtLQ3x8PM3eyzAMfc6A/8nhSbgItz/hXlM+QwUh2uzEe+S5I8aqyiDgmzdvxogRI7Bs2TLEx8cHeE6JoW3Xrl3IyMjAihUrkJmZiXPnzpX5GReagPr9JZmBX3/9dZw9e5a2YzKZsGjRIixevBh33303tFotgJJ39qFDhwKIuBj4/X6sWbMG48aNQ5cuXUTtY7FY8MYbb1SJBDnlkfyqqKgI06dPR8eOHZGcnEwTfJ4/fx4ffvghvvzyy6i3WV2Rm5uL4cOHY926dahdu7bgdv3798fcuXNDGnfat2+PtWvXol69enTZ//3f/6F58+YYMGCA6BJkKSkpeO6550S9S/7++2/RcfyRgijngP99JyoTbrcb8+bNQ4MGDdCnT59SXlO/v6QqR25uLi5cuIAzZ87g77//xvbt2yOO6/V6vdi0aRMmTZrE64nzer24cOECZs2ahXXr1lGCd/HiRUybNg1LlixB+/bt0aFDB6Snp8NkMmHjxo3YsGFDWGTQ5/Nh7dq1GDNmDOLj40Xt4/f7sWHDBixZsqTSr51cLg8ZEiGRSHDnnXeKOp7ZbMarr76KpKQk3HXXXQEeUJ/PhwsXLmDixIn4999/y9TvmwF+vx87duzA1KlTMX/+/FIcjYBhGHTv3h3x8fGlcnWx0aFDB8yaNSuAXEulUiQlJWHcuHGoU6cOnnvuOeTm5obsGzGCiwmXycvLK9dyjjKZDImJiWjYsCEYhsGNGzeQnZ0d9vwkbNLdrFkzHDt2DEajEd9//z1GjRqF7du3h3uYsDB9+nRMmTKF/m8ymajMROykmWQHLywshN1uh1arhVqtphNqIrEm5JdMmAnp4iOcfPHTpD0y+Sclqgg5IfHUDoeDet0JqWWTO3aNZ/YLkd0XPuLF7Q/Znh2LTpKn+f3+gIzfhNQXFBTgzJkz1PvOR7hDERY+khLJZN7n81EiXLt2bajVaiqFv3jxInJzc6kkX6h2OXtcyDV1uVxUwWAwGCCXy6nKgNR1Jh7/cPoeKbniu7e464TUDGUB95hcskzuF6fTiZycHDAMgzp16kAmk9ESbSTUQaPR8Hq4ybEIUWYnMiQ/SqWSSo+IMYrPS08IrlwuR3JyMhISEmgmfiJvJ6EcpP9Wq5WGSERyP/KdE7cvOp0OaWlpiIuLg0QioaXK8vPz6ThVBtavX4927dqha9euAdKw/Px8/PDDD7h8+XLUJ1wLFy7EvffeSz0XZKL73XffYc6cOYLllgjJjgbCeddYLBZMmDABmzdvjkrbZcVXX32Fzp07h5TKkdKVYnH27Fl06NAB99xzD9q3b4+rV69i1apVt2wioWDYt28fBg0ahF9//VUwIVlKSkpIRYLBYMCXX34ZQLgJGjZsiHXr1qF///4hS1RJpVI888wzopJrORwO/Pnnn+VGpBiGQYMGDTBmzBg88sgjAEokygsXLsSGDRvo97kycO3aNTz11FPo168funfvjrS0NLjdbpjNZty4cQN79uzB0aNH6Xs5Ggau06dPY/78+Zg0aRIMBgN8Ph9sNhsuX76MP//8E6tXr8aFCxdKPasejweXLl3CpUuXsG7dOur8EaqOEwqXL19GRkaGaNJ95MgRTJ06tUrkcSguLsa5c+eCGrncbjfy8vJEG8sPHz6Mxx57DMOHD0fnzp0RFxcHk8mEffv2YeXKlQGG31sdXq8X69atAwB88MEHgt7otLQ0NGjQQJB0S6VSDBo0SFAKLpVK8eCDD+LkyZN4++23gz5/er0eL7/8sqj7mRiQyiMPC8MwaNiwISZMmIB+/fohOTkZDMOguLgYp06dwhdffIH169eLfu+FTbrZEo82bdrg4MGDWLhwIQYNGgSXy4Xi4uIAb3dOTg7NRpiamooDBw4EHI9cPL6MhQRKpTJorAdQmgRyiQqbeHu9XthstlJxnqGSX3ERzAPK9rBbrVZaaomsY0vOSdt8xwgWo849z2D9JOdst9vBMAxiY2Mp+SdSeKIGOH/+fKkYdjbJD3beXE+pUH+ESCPXeEES012+fBlarRYmkwlpaWnU252dnU3jsQsKCnhDALhtkQ+bz+dDXl4eCgsLab/ZxpZQhJuPDJcF7PPmjnUwGXowBNufG4dM2mXXkicgiQezs7Ph8XiQkpICtVoNjUZDJy9+v7+UN5W0QwxOarUaCoWChjiQbPpqtRperxdyuZzep0Iec6lUitjYWKSlpdE+sM+BJCAkSRGzs7NRVFQUECrAd9xQ48gdQ6JCSUhIQMOGDZGYmBignqlXrx6uXbuGixcvlrvXKRiuXr2Kq1ev4rvvvquQ9k6dOoVHHnkEPXr0AFAi9962bRuKi4srdJIjZjJps9kwYcIELFu2rMrUUf3hhx8wceLEoJI6m82Gl156KexJxrVr17BmzRqsWbOmjL28+bF371588sknGDx4MBo1ahTRe75nz564/fbbBdc3btwY48aNw4QJE4Iep23btnj11VdFtTlr1ix8++23YfUzHAwcOBCLFi0K8Ig1bdoUHTp0wNatWzFp0qRKLSNXWFiI5cuXY/Xq1ZDL5fS7zjaiRxMulwsLFy7En3/+ibp168LlclEvmNlsFkXsueVfI4HFYsG5c+dCSnH9fj+OHj2K559/vsp4eu12O2bMmIHU1FQ0b96cGhxJKODZs2exe/duLFu2LKxvyJUrV/DOO+/QpKpkHlNV3vUVAaIwlEgkdJ7PB4/Hg3Xr1sFut+ODDz5Ao0aNSm2jVqtRv359wXwxOp0O7du3D/qulMlkGDp0KD7//HPBsDGGYTBo0KCAcOVgOHXqFObNm1cuJc3atGmDzz77DK1atQowhOt0OtSuXRudO3emCj4x8vYy1+kmpKhNmzaQy+XYsmULBgwYAKDEsp6RkYFOnToBKJEKvPPOO8jNzaWJQDZv3gy9Xh/0wyQGfNJY9nLyN3vCzeclDvV3qD4Apb287DrcXNIaipyKXR6sv4RI5efnQ6fToVatWpQoOZ1OeDwemvgtMzOTSnHJR4rdT/ZvPg+/GDIT7IHkuyZutxtFRUU4evQozp8/D71eD5/PB6PRSLO6c0MAuMfg8/6T36QWOfscQl2bUOcRLrge+WDgu3+F9uO7FsRDS0ivRqOBRCKhcf3s606ODfwvQRUxyNSpUwdyuTwgRwL7XLj3OqkFT0i4XC6nBjXSnlQqhVarhVwuD/BWs/utUCiQlJSE+Ph4KBQKeh8TJYPD4aBVADIzM3Hjxg36oS2LoYQ9xkROHhcXh4YNG0Kj0VCZETEQSqVSpKenQ6FQ4NSpU5WWDbsycObMmUqv3zxhwgSkpaWhXbt2pa631+vFkSNH8NJLL2Hnzp1VyuNhNpsxcOBAvPLKKxg9ejSNofN6vdi/fz9u3LiBjz/+uMr1uzqgefPm6Ny5M5o1a4a//voLJ06cQFZWFu+2fr8fM2bMwAcffICPP/4Yw4cPD7u9xo0bh1QstGrVKug3Uy6XY9KkSdBoNCHb27lzJz7//PNyq889YMAAfP7557ylyhQKBXr37o3du3fjySefxK+//loufRALt9tdYbJpl8uFU6dOBc1NVN7wer348ssvcf/99/NmMvf7/SgqKsIvv/yCuXPnRiWUKJrYtWsXevfujc6dO6Nhw4awWCw4ceIE/vnnH5hMplIOFbHw+8PLBH8zITExEY888gh69+4NjUaDS5cu4YcffsCePXt4CarH48Gvv/6K/Px8fPLJJ6UqaLBDSoTaExOzXatWLdStW1eQdNeuXRuTJk0SlXjtzJkzGD9+fEi1UCRIS0vD/Pnzg5Ze1el0GD58OOLj4/Hyyy+HPGZYpHv69Ono27cv6tatC7PZjJUrV2Lbtm3YuHEjYmNj8fTTT2PKlCk0ZnP8+PHo1KkTOnbsCADo1asXbr/9dowYMQLvvfcesrOz8frrr2PcuHEhPdnhIpTnNxxva7htco/Nt4xNTNi/+doU480WOg8CErN+9epVOBwOxMXFQalU0lrcxcXFlMSyPfB85JN9LuUVq8rtu9vthtFopFJhsk2wmtehDBHc5XxefDbBjdYHKti9JyRl5juG0PpQxyekV6fTISEhgXqKXS4XzGYzCgoKSiV3IX8T4xEpLUIUIz6fDxaLJSBDP3e8ZDIZ1Go11Go1Ld9FYrrZyg+5XB6Qe4ENiUQCjUZDQwKkUim9V41GI83LYDabaSJAkgSRbZAJ91ryebnVajVq165NjQYkYZvFYgHDMPSdlpSUhHr16lUZr8KtgoyMDPTv3x9DhgxBz5490bVrV5hMJmzYsAGrV6/GyZMnq6y0+sKFC5gwYQKWLFmCwYMHw2Aw4I8//sDmzZvDjiGrQQkhHDZsGN5++20amvbyyy/jwIEDGDhwIDIyMnj3I8bdsWPHAgAef/xxOhE8efJk0LhbhmHw8MMPh+xbq1atcNtttwlmj27Tpg369+8f8jjbt2/H0KFDRcVKRoK4uDi89dZbgrXBCeLj4/H2229HVD2hBmXDli1b8Oyzz+LFF19E8+bNIZfL4XQ6kZGRge3bt+P777/H0aNHq2zysOvXr9eocKKEunXrYuHChejbty+di/j9fjzxxBN47733sHjxYt5vic/nw+7du/Gf//wHS5YsQcuWLamCsbCwEOfOnRNskyTVDQWZTFYq/xcBwzB4/PHH0bRp06DH8Pv9OHnyJMaOHYs9e/ZE3YAkkUgwevRoyl9DbdunTx9Rz1VYpDs3NxcjR45EVlYWYmNj0bJlS2zcuJHW1ps/fz4kEgkGDBgAp9OJ3r17Y8mSJXR/qVSK33//HWPHjkWnTp2g1WoxatQozJw5M5xuCCJcchps+0gtauy/heKtieWbneWYT+IbKlt6OCCSaqvVioyMDGRnZ9N+eDyeUsnSwkkax/5bjIc4HHDVAqRfXO8BX5vBPPF8+wRTOogl3mKMNWX1srKPw/V6C/Wb3a5EIoFWq0VycjIluDKZLIDs5ufnw+FwlDJikB+ijLBYLLS2u9VqFZTwsftB6sKT4xLJk1wup0kD+Qw+bGOBWq2G2+2mmdQBUFl6cXEx8vLykJ2dTRMhCt0f7LESC+Lljo+Ph1arhdvthkKhoFnT3W43ldETOZvYLNO3CkjyO6vVGnGpGzHIy8vDokWL8NlnnyEuLg4ej4ca7ao6HA4Hjh07Vq7JYW4VPPTQQ1i6dGmpGOz27dtjzZo1GDx4MK5evSq4v8ViwbPPPovvvvsOd911F9xuN9asWRMVDxoJvRFCz549odPpgh5jx44dGDZsWLmqaR5//HHRisRWrVqJqg1/q4DM+4iRmcy3og2v14tffvkFW7duRVJSElQqFc15Q7zFNbj5oVQqMXXqVDz44IOlSrEmJyfj1VdfxdWrV/HDDz8IKmf379+PJ554AqNGjcIDDzwAiUSCVatW4fjx44LtspPJhoJQwlW9Xo/BgweHzJdx5swZvPDCC6LKnUWCxMREPPHEE6IqiQAl5969e/eQ2zH+qqQvEQmTyYTY2FgkJCSEvMBiJbdiEMl+bMJDJL1saS3JJi6VSmnMCUkkxc4czvUehtsXbj+4JJKPXIlFMELD9chGerux+8/+gBGCxvZ2cz2afH0JJTOuCo+F0LUWIyvngj1+CoUCycnJiI+Ph1KppPclUPIidLlcuH79Os0iznc/sA1F7Izd5Fpw+0uIfv369ZGYmIiYmBhap97//2XlpGZ8Tk4Ozp8/X4r0k7rcDRo0QHp6OnQ6HWJiYiCVSmGz2aiHOy8vD1lZWbDb7aVCJPiMROGAYUoy5Ws0GjRq1AgajYYaC2JiYqjlWKvVQqVSwev1wmKxwGQyYc2aNTAajaIswULXrzoiLi4OLVq0QJcuXdCmTRsAJTGgTZo0QVZWFo4cOYItW7ZgzZo1lRr7XtVBxhEoCd3Kz8+vEu+pqg6NRoO//vqLhrnx4ZNPPsH48eOjSkqaNWuG3bt3CyZiI9i5cye6devGa6xUKBQ4fPhwKZknG7t27cITTzwhKJOPBmJjY7Fjxw60bNmy3Nrgorq+84jKKSkpCQ0bNkSzZs3QuHFjpKSkIDY2FgzDoKioCDt37sTvv/8eNBN0DWoQCZo3b47NmzcHTUy3Y8cODBgwIKQRmjg6pFIpzGZz0JCN1q1bY9u2bYiJiQl6TKPRiPvuu4+XwLdt2xabNm2iFWm48Pv9OHXqFMaPH48dO3aUW3x+79698f3334c0eLLh8XhCkvQyx3RXNXAJFR+54kqH2cuCxdZGSrgJQVQqldBqtdDr9VCr1dDpdFQiy7WAkthZIhUj5Kes3mQiyQ71QeN6ibnH4Ns22DbRnBwyTEliCIPBgLS0NBiNRhQXF8PpdNKYZD6ZeTQ98dGUm4dqR+j/YGoKLtgqC+KVZZe5YhuvPB4PYmJiYLVaBcvEsceWvPTEjAl7Ussl7CSjf2FhIbWCsq8d+7yIzL2oqAgMw8BqtcJkMiEnJwdFRUU0CSDfJFpI/h5s/Nh9YJiSevGEcJPfAKj0VK1Ww+PxwOFwUKJ+q+GOO+5Ajx49MGbMGNx222282zRs2BANGzbE448/joceeggjR46sNp7oikSvXr0wf/586mm8ePEidu7ciZdffrlmvEKgefPmaN++fdBtBg0ahCVLloRVGzkUMjMzkZWVFZJ0r1q1KujEUahcjtPpxIwZM/Dll1+W+z1w2223oWHDhuXaRnWHUqlEq1at0L9/f3Tq1AkNGzZEamoqNWxzMWzYMOzZswcTJkwI6j28VcEwDFq3bo3u3bvj+vXr2L59O3Jycmq89SLQpEkT3rh+Nlq3bo2uXbvip59+Crqd1+sVrDjCBZl/h8KRI0dw6dIl3nUGg0Ew3NjpdGLjxo144403cOLEiXKbgzMMg86dO9PypWIhprTZTTMT5MZTcz1twTyFfMvLamVlT9BlMhn0ej2Sk5OpNJaQcK6kliSEUqvV1FNGPBpledmwx0WIHJHarVwvJsMwpWTnYo9JxkLMwyHWa0ssbx06dED79u3h9Xpx9OhRZGRk4PLlywEKAa60PFTbYh9isQaJcMAdTzaEFBtilnFBjDwkczhQQhaJscLn81FSSWK0+c6LW3861LmTe8fpdEKhUNB+sLOlW61WGI1G3qQp5BkoKiqCSqWCVqsFw5TUbTcajSgsLKSWWD7Fg5g+BiPc5De5/2JjY6FUKqlCxePxUCWBxWKBzWajz1Gw5CM3G+RyOZ5++mlMnToV9evXF71f37598dVXX2Hw4MGw2Wzl18FqhsTERLz66qsB0t5GjRqhYcOGuOeeezBmzBhs27at8jpYxTF06NCQk6H4+Hg8//zzGDduXNQmckStFgyFhYXYuXOn4Hqv14tt27ahTp061OPi9Xpx/PhxLFiwACtXrqwQEtKlS5ewPD63GtLS0jBt2jQMHjwYiYmJoiS2MpkMXbt2xbvvvouhQ4eKJjbRBpnnced3lY2mTZti1apVaNKkCbxeL65fv44VK1Zg0aJFNeqAEEhISAj5ztNqtejbty9+++03UURZDIScNGw4nU6sWLFC8N14/vx5nD17liaYBEocQVeuXMGSJUvw7bfflnuZO4VCgY4dO4bNA8Vsf9OQbm4sK99vrheb6+UWS/q47QYjSCTDcXp6OvVwsyXmRDJLPGFarRYej4euS0pKgtFopBP6spI6PrD7SyTbxBhA+ubxeGCxWALKiHEJuRABF9tnMWNP+larVi3cdtttqF+/PmrXro27774bu3fvxs6dO3H27FmYTCbeuOBgYyKmn2zyRfrDbSOSEAA+40807kU+EBIok8mg0+moJIbE/RMlgUajgclkCqvf3D5w/yfGJnaJMSIBd7vdtEa60HXxeDwoLCyEw+GgCeDsdjuN3RaSw/ONQTjPEjc8Q6PRBCgGPB4PVCoVTahGvNykP7cK6ZbL5XjzzTcxbdq0iLz7vXr1Qs+ePSsl83H9+vUDvJLnz58Pef9XBAYOHIh777231HKGYdC0aVOsXLkSTzzxBHbt2lUJvav6OHDgAP1eBUOHDh0qTMFE8MMPPwgmUANKCPbEiROxcuVKWsLHarVi48aNMJvNFdJHuVyO++67r0Laqo6Ij4/HwoUL8eijj4b9zmMYBp06dUKzZs1KldMtTzAMg5SUFNx9991o37496tSpA7vdji1btmDjxo2Vnu1bIpFgzJgxtDyxVCpFvXr1MG3aNHTo0AHjxo0rl2zVNwvEGOIYhsEdd9wBtVodtXcJVzXJh3///Rfr168XfM9eu3YNY8eOxejRo9GkSRMYjUZs374df/zxB65cuVIhRkaNRoN69eqF3I7MNcXGsQM3EekOhmAeybJ6t0NJedVqNerUqYP4+HiasEoikUCpVFJLlFarpWSXxNR6vV5av5j7Io8G+WaTCPIjlUppbGpiYiISExNpfJLfX1Ju4tKlSzCZTILlxMorDottKFEoFLjzzjtRt25d6HQ6GAwGaDQaNGjQAG63GxKJBP/++y+MRmNUSobwjRV5uZBrQcaC/UKIhNSRv0PtK9Ybzrct+Z8QbeLNJtdUpVLR2GQxL5Ng11zo+SDhFOR6OhwOWK1WFBcXlwoPYBvH2OScWErZ489naImmIoGMG1ECkGMTY5nVaqWGKXY74byUqzPatGmDKVOmRCynVyqVFSpjlcvl6NKlC3r16oVRo0YF1B7+448/MGrUqEqPM1coFEGfsbS0NMyePRt9+vSB1Wotlz6QnCME5ZUIqjxw5syZCiXSYvHvv//igw8+COlddLvd2LVrV6UZVaRSKZo1a1YpbVcHPPzww3jooYfK9M6Lj4+Pcq/4IZVK0aBBAzz++OMYNmwYmjRpEvB+efrpp7Fo0SK89dZblVolQa/Xo0+fPqXeexKJBD169MC3334btOpAtEASzJJwtqr4HuFDfn6+KNVCQkICdDpd1Eg3yU8lBLfbjRUrVgRNnurz+bB//34cPHiQKiEr+luTnp4u+plkK6zF4KYk3XxxrmR5ecT3CvWBeMS0Wi0l3ADopJ1cKBK/4PP5qBeQ9I+v9nQknlRu38hvQrZJCn+SYEuhUFCvPPHSkWzMZ8+eLUUquP3hqgiEwEcI2fsLQSKRQKfT0bHxer2Ij4+nUiQi7WNnZI9EAs/1cBLDBInNl8lkcLlctC40nwQ/XJRV4i50DgRkTMg9yfbOAiXXmXjCgxmV2M+QkCyeDeJJZ9/TJO7abDYjNzcXdru9lDGHe3+w9yX9CCZrirbknz1uDMMEJIOTy+W0jxKJhIaLiIn1uRnQo0cPUfWEheBwOCqktBrDMKhXrx4++ugj9OzZk7ce6IMPPogvv/wSw4cPr/Jy944dO6JPnz744YcfonpcmUyGwYMHo1evXgGlUzZu3IhXXnml0j1i1Rnr168PWn6nBlUfMpkMnTp1KlPJW6fTWa4VHAiSk5MxYsQIjBkzBg0bNuT9JqnVaowZMwa///57pSpnyBxOCO3atcMLL7yAqVOnRn0OzzAM0tLS8MADD6Bbt25o3LgxLBYL/vzzT6xYsQKFhYVRba88kJubS8P4gkGtVpfpex0uTp06hbVr14oyCHBDBCsSSUlJosYlkrndTUe6+Yg1H9iT6Eg9tEJkg9sumYCTiTqRaysUCvh8PjidTvj9fsjlcjgcDjgcDng8Hlo/m2thE0to+cD11pLayYmJiUhKSoLBYKCEWyaTUa+ny+WiWa9JrW++8RXTN66nnbt/qH0dDgcOHjwIg8GAFi1aQCKRID4+HnK5HCkpKWAYBqdOnYJMJgvwdJfFu0kIVWxsLNLT05GQkEClxX6/H7m5ubh8+TKKiorKZMyJlEiHA2K1JT/Ee+x2u+kybsKzUAYVoVAOsowsZ79ESRukzBfby80F93nlLhca87KqQoTUBMRQQDz2xBpL4uGVSiViYmIClAQ1CI0bN26Uu8xSp9Phtddew+jRo5Gamhp0227duiEmJqZSSTepIhDs4y6TydCxY8eokW6JRIJWrVph0qRJGDx4ME0USNCoUSNIpVJMmTKlpm54BDh58iQ+/PDDyu5GDaKAsibJvHDhQrl6bLVaLbp164aJEyeia9euvAZGNvR6PVq3bl2ppNtsNmPp0qVo1apVqXcPUPIdbtOmDZRKZVTfPzqdDgMGDMCUKVPQvHnzANLavXt33HHHHZg8eXKVN8IWFRXBaDSGzCJO5nbRQjCvtN1ux8cff4zr169Hrb3ygpDDKRq4qTWPbI8cG8FIA3d/MeDzrJPJPiHR7ERLhCCQG9Tr9cLpdMJisdBtnU4nioqKqEwkmIdWTN+4RgFCtlNSUtC0aVPUrl2bxqkqlUoYDAbo9XqacV2pVFKiHk77ZDzCgZBSgYyZx+PBjRs3sHv3bmRlZcFkMuHixYvIyMjAtWvXkJeXB7vdTuXfYvopRNiIYUKlUiE1NRVNmjSh4QJEYiyTyZCamop69eoFZCoN96EtT3k+OT73viN/ezweavwRygLPPg4Q/Pz4xtPr9cJms8HpdMLpdMLhcMBut8NqtSIvLw8OhyPgXue7D/jk41xrKJ9yQizEbk/k8EajEXa7HSaTiUrLyd9EQUDukVsBmzdvDpk8Sgg+nw9Lly4tNzm3UqnEgAEDsHHjRkybNi0k4SZ9qmz88ssvOHXqVMjt0tPTo3KfMQyDp556Ctu3b8eIESN4J70k5vKVV14pc3s3M65cuVJqmclkwsyZM8u1pnYNKgZerxenT5+OWP7qcrmwfPlyFBcXR7djKJGSt23bFl9//TVWrVolqOjhQ1V4761atQqbN28WXN+4cWMkJydHrb20tDTMnz8fS5YsQcuWLUt5iRUKBYYOHYoOHTpErc3yAslzI2a7aKqV8vPzeSsp+P1+bNiwAevWrasS91YouN1uwco3ZXWg3HSkW4i48MW0cmXWQvuwvcPc/YL1w+fzwW63Izs7G2azGXa7ndbhJqTD6/XC5XLB6XTSSbvD4UBRUREyMzNhs9lKJYcKR17OHg92AjetVosGDRqgefPmqFWrFuLi4pCQkICYmBjo9XrqwSXki8iCCwoKBOOk2YSIS/KFroUYcK+d1+uFw+HAjRs3kJ2djaKiIuTm5sJkMuHatWvIzc1FUlISreEc6n7gLmf/SKVSqFQq1K5dG82aNUNaWhpiY2OpvFyhUNCkY3FxcTSjNumrUFt8Bp9oe7iDeZ/J36RkHfmbYZiA+tncY7B/hzIEcff3er0oLi5GUVERVU8YjUbcuHGDtzwZe19u37ljHMqAJhZC48s9b/JssPcjsnPyTLtcroAM8bcCjhw5EnEStL/++gsLFy6Mco9K0LRpUyxatAhr1qzBPffcI3q/TZs2lXum1FAoLi7G0KFDcfny5aDbPfjgg2jVqlWZ2pJIJDSuM1S2aolEgu7du4ddVuVWgd/vx/jx47F+/Xq6LDc3F88++yzWrVtXiT2rQbTg9/vx22+/4fz58xHtu2HDBqxcuTLqREStVuOpp57Cjz/+iIEDByImJkb03MFqteKff/6Jan8igdVqxUcffSToya5VqxaGDRsWldCtOnXqYMmSJXjyySeDyoq1Wi3atWtX5vbKG2SuHwqkykq0kJubi19++SWAI/h8Phw7dgxvvfVWlUhMKgah+EFZyPdN435hE1C2p5n7P9+AiSHcbPAdn29f4pUllp+0tDT4/X5aIowkrSLeRaDE8mk2m3Hjxg0UFRUFZGQO1t9gIP0lXluDwYBatWohNTUVOp0uIHs6Ob7L5aLWHhJnazKZkJ2dTT2iwcaRTwLM/Zuvn6HOj+2pNZvN2Lt3LwoLC9G8eXNaykmj0UCtVsNisWD//v28RoJQYQfkpaXRaJCWloY6deogKSkJcrkcer0eKpWKxutyQwTYCdaE2mLfj+GQ7VAGF7H3N0naZ7FYKGEkRFIul1O1hRgvcrCQDna/iREqMzMTJpMJDFNSX5uEUwQjzmVRopQFQgY6lUpFS4b5fD5oNBqoVCq4XC5YrVbY7XYwDIOEhAS43e4qL0eLFjweD1577TUUFxfjP//5D6+XlAuv14vvvvsO7733Hn0PRhPNmzfHunXrcMcdd4S1n8/nw/r166NWTqUsOHXqFBYsWID3339fME4vJiYG7dq1w6FDhyJqIykpCdOmTcOzzz4LtVotap+7774bBoOh3BK4VSR2794d9XdKfn4+Ro0ahWHDhoFhGPz666+C9WlrUD1x/vx5TJs2DfPmzUODBg1Efc+9Xi927NiBl19+OepGvbi4OLz++ut49tlnIyrztm/fvipTN3z79u345ptv8NRTT5V670mlUowZMwbffvstbty4EXEbdevWxccff4z/+7//E0VUQ0m2qwLkcrmoPAM5OTlRled7PB7Mnj0bJpMJ/fv3h0wmw+7du/Hpp58GrdJQ1aDT6YLGw5clbLFak24+7zX5O9SA8G3L59kmRJVkF2fHbrITQgm1R2I68/Pz4XA4kJiYCJ1OR4mNWq2mxM3tdlNJObvWNBtcwi92nMh5xMXFoWHDhkhMTKQ1hhmGoZNjYihQKBQ0zpfEABcUFND4QjHjyyVioQhmOMYE4u0+e/Ys8vLykJWVhdTUVBgMBir3zczMDDvjJPu6q1QqpKeno0mTJjS5nFarhVarpTWYiSeTkKxw2wpmhAilEOAjwNwxFzJkkCRgRIZP6nRLpVIq+3Y4HCE92tz1fGSZbYQCQI9N9heqqS00ntGYGAcbdzaCXRtSgYAoHVQqFdxuN1QqFTQaDZxOJ2w2m6hyRVUJ3Oc0XKvulStXMHHiRPz1118YO3YsWrduHVCKi8Dn8+HEiRNYv3493n777XKJDY6UcAPAn3/+iV9++SXqfYoUixcvxuXLl/Hee++hefPmpdafO3cO27dvj/j4Y8aMwZQpU8LapyIMX2WFmNqxLpcLmzdvLpfzycvLw4IFC6J+3BpEB3K5HAkJCUhJSaE5bAoLC1FQUEBDnoLB5/Pht99+w7Vr1/D888+jX79+SEpK4iVwPp8PN27cwIoVK7B48eKox7eq1Wq8+uqreOGFFyIqU1lYWIgPP/yw0mqGc2G32/HSSy9h3759eOqpp9C6dWtaNcTlcuHQoUMRhzMBQEpKCj766CP069dP9De6OnhrxXi6vV4v9u7dG3VDd0FBAd555x3Mnz8fEokENpstKlWEKhLRVp2yUa1JN3viLFbCzPV68+1HZMVKpRI6nQ5qtTrAY0Pk4TabjUrG2USU/eFmZ2Im8Z/sUmDEw0i8YUR2Swh9ME+jGLDPR6PRoHbt2khISKAyaPKisdlsNB6ZeDxJPxwOB/Lz83H9+vWA2sNCEmkxXsqygByP9CM/Px9Go5HGWJM4eofDEVYSKzbhlsvlSExMRP369ZGSkkKl6gBoMjyr1UrjoUmmaiEVQLA2xfaN+3cwJQffPqRPxLDi9/tpTXgS9gCU3N9Wq1XU2AUzNLDbZBPvUHL7SNoKF0J9EHM9iBHK4XBQ0m00GgM8ohqNBhqNhpaWE+PxrWzExsaiV69eePTRR2l9VKDEer1y5Ups27YN//77r6j4RY/Hg59++gk//fQTmjdvjjFjxiAxMZGuN5vN+O6773DixIlyqzes0WjwzTffRES4169fj5EjR1apCZbX68Vvv/2Go0eP4qmnnkL37t3Rpk0bHDlyBJcuXcKHH34YsTehfv36+M9//hP2flu3bkVubm5EbVYULl68iMOHDweNxdy3bx/++uuvCuxVDSobKpUKHTt2xLBhw9CxY0ekpqZCLpfD7XajuLgYV65cwd9//40ffvgBFy5cCEq+fT4fjhw5grFjx6JZs2a455570KpVK6SmpiImJgYOhwN5eXn4559/sHnzZpw9ezbqChqJRILHH38czz77bESE2+VyYcmSJdi6dWtU+1VWWK1WLFu2DGvXrsVtt92GunXrQiqVIjs7G//880/E3w+lUonp06eHRbg9Hg/OnDkTUXsVCTFltnJzc7Fhw4ZyibEmStTqiqKiIlHZ3yNBtSbdQnJmPikzX1wo3/HIBDkmJobWf+Z7ID0eD/R6PUwmE80wzucBZpMvv99P4z2JHI94z9keP27JJKHzEztGxICQmJhIbyJC+kmfuKSIxPWSh4fElwsl1+ISQb51QhAjKxfajygESCKw4uLiAHIpxsvB7SuRqZNYd41GA51OF1CbnBgnZDIZHRej0SjKMh6qffZv9nLu/cwHMcsJ2SbnoVAoaOINYmRhX2vucYSIPfccgoUYcLcXQ6gryqsW7BzJ2JHcC0qlksbFO51OmnSP1PdkGAZOp7NKW3plMhnatm2Lzz77DHfccQfv+65Tp04oLCzEggULMHv27LAmjGfOnMHkyZOj2eWQUCgUmDFjBtq0aRP2vrm5uXj33XcrvT63EK5fv46ZM2figw8+QGJiIgoKCsok705MTMSaNWtQt27dsPfNyMio0vc2AKp8EoLJZMKHH35YU/7sFgHDlJQLnDRpEoYMGYKkpKRS37HExEQ0btwY3bp1w+DBg/HKK69g8+bNomqqnzx5EidPnqQGWZLng4Trldd3rH379njzzTeh1+vD3tfn8+Gnn37C/PnzA3KVVCXY7XYcOXIER44cicrx+vbti9GjR4cVE37t2rUqEe8eCsQpIASfz4dNmzbh5MmTFdir6oMrV66goKCgXEIJqo/mkQfBJMtCJJXtheRuQwhIfHw8kpKSoNVqqVRUpVJBqVTSSbZGo4Fer0diYiJiY2Mhk8kCsmVzQQggO5EaeTDY2aLZdaW5/RMb/8vdRy6XIykpCenp6TQTOSFcJJ5XpVLB5/NR4kU8uIWFhbh+/XpQwwJ7XLnjzQexxDzYx4ltyCBj6/F4KAFnx8KLIaJsL7dSqURqaioSExOpIsDn81FCTcpsaTQaenybzYb8/PwA73Ak14r9N6mfTsIbSIgD99jBCDmf8YacC1ECkBACMoYk6Z/QfRip/JuvL8FUAcE86NEKU2C3xWfw4DsWyXMglUqpuoJMrrRaLdRqdUBoCFGyVEXIZDJMmzYNmzdvRsuWLYNa/OPj4/HGG29E5BGtaEyePBkvvvhi2Nm8CwoKMHr06EotlyMWNpsNGRkZZY6nbtGiBVq3bh32fj6fDytXrixT2xWFTZs2Ca779ttv8dtvv1Vgb6oX3G43tm3bVtndiBpatGiBb775BuPGjUNycnLQ74VMJkPLli3xzjvvhG2UIgZsi8UCu90uWA4zGkhOTsY777yDRo0ahb2v3+/H/v378frrr1eLGtTRQFpaGqZNm4bY2FjR+/j9fvz+++/VouSV2WxGXl6e4Prr16/j008/vWVyzYSLgoICXL16tVyOfdN4uoWWsYm5EFlgk1OSxZtIyknSM+B/cmYiJyZe4bi4OCozD2YJZXvQQhEX7rpwpLVs8iCRSKDRaJCYmAi1Wh0Qe0rIJCGabGsskVjduHED+fn5lGjySeiFSJnQMjGxyXzb8YFPYs13rFBEn+wvlUqh1+thMBioUYIkAJNKpdTbTRQD5MNKsqeziX6414u0R+JxlEolvQ99Ph/9eHPPW0h1wP2bfa4keZlUKoXJZKJtms1mWCwWQYNFqDEVapOvD6GOI3Z/drvhjDt3X6Fl7HXEcGaxWGg7Xq+XKh+IZ9tqtUKlUkEqlVaYhz5cSCQSTJs2DW+++aZo+btcLseECROwdu3aSs/qLYT09HSMHTs27Ky2+fn5GD58ODZu3FhOPat6SEhIwCeffBJRqbHDhw+LKmUWCkqlEnfeeSe6du2KRx55BEDJ8718+XKsXr06Kknatm3bBrPZHOC58Pv9+Omnn/D6669X2We0KsDr9WLRokUYPHhwtUgiFQzx8fGYO3cuunbtGlaejTvvvBO9evXC559/XuXuFYZhMGDAAHTp0iUig/O5c+cwefJkXLx4sRx6V/UgkUgwaNCgsA2N2dnZ+PrrryMuD8eFQqFAw4YNcdddd6F+/foAgOPHj2PHjh1lJsNWqxXHjx9Hp06dSq1zOBz49NNPo6YYuBnhdDqxd+9e3HvvvWE9U1xFNR+qNelmQwyZDUb2GOZ/GYkVCgXNgE1It8fjoUm52BMUl8sFpVJJJbqhyHEogsrehk92G+z4bOJJzo1kKyc1uImnU6lUBshPiAfX7y+J5y4qKsL169eRk5MTEGMuRMKCyZ5D9Zf9d7g3eKh2xBorCNmVyWSIj4+nWalJbXXicSYJ1JxOJ+x2OywWC4xGI3Jzc2m2b7GSdjapY3uytVotTeyi1+shlUrhdruRl5eHK1euwGQyhfSc8nm+2f8TKb7BYKD3ATG0EM+3mPEUazQSOveyTmDYY0jUG+EQ+mCqBL4XKHl+LBYLiouLoVar4fV6qbyc/JB7higvyiNJWFnRpEkTTJgwIex486ZNm+KRRx7Bl19+WU49KxuGDBkStlcqLy8Po0aNuqUINwA89NBDaNasWdj7FRUV4eWXX444iZFEIkFiYiL69euHcePGoUmTJqVksV27dkX79u0xbty4Mse/Hj16FGvXrsWQIUOg0Whgt9vx+++/49lnn60ySaOqMq5cuYIDBw6gR48eovfZtWsXunTpUo69Ch8dOnTAvffeG3ZiS7lcjttvvx0SiSRqpCta0Ov1GDlyZETxp2fPnsXYsWNx8ODBKmdMKC/ExMRg4MCBYX33PB4Pvv322zIbGRmGQWxsLDp16oQRI0bg/vvvD0i6Z7FYsGTJErz55ptlSnDm8/mwbNky9OnTB/Xq1aPOI6PRiGXLluHTTz+tsmEEVQE+nw8bNmzA2LFjw1JDOByOkJU/bhrSzUcE+DyfwWJmFQoF1Go1lEoltFotTRtP4oaBEhJLvNns+F6FQlGKAITTZ779wiGwQucklUoRFxdHDQOEwBGSTeJRSVI4l8sFm82G69evUw83O5aZr81wvIt8BgUu2RZjLRKLcD4kRO1AEsoRKJVKSqjJeJHa6oWFhcjIyKCJtPiUDsEMQMTDrFAooNfrERsbi/j4eBgMBpphnhA5hUJBrw87JpstY+aeM99zQIwJhYWFsFqtlBwSgsgnKxc6p2CGLbHGp2DH5zsu+3922AUh3Oz+BzNshbrv+NYD/zNQXb9+HTqdDrGxsXSdxWKBxWKh9w85ZlZWVtDzrQw0a9YMSUlJYe8nkUgiihusCCiVSvTu3Tus9wcp68Sup3yrIDY2NmwC4vV68dVXX2Hnzp0RtSmRSPDMM89g1qxZiIuLE/SySyQSDBkyBF9//TX27dsXUVsEXq8X48aNw4oVK9C8eXNcvHgRO3bsqJLGsKoIi8WCSZMmYdeuXaImoVu2bMGwYcOQnZ1dAb0Tj0aNGgWtwywEQpaqIumuVatW2LJyn8+Ho0ePYsqUKdi1a1e5JNOqqkhLS0OTJk3C2ufAgQNYvHhxxGFiDMMgJSUFjz76KPWy86lGdDodRo0ahZUrV5a5bNuBAwcwYsQIDBkyBImJiTh37hy2bduGvXv3VktZOeFoZP5d3qU8Dx48iPXr12PQoEGi5hN2ux3r1q3DyJEjg25305Bu9uSaO3kWIt5ckHVqtTrAY0YSYqjVarjdbkilUjrx9ng81CvK7YfQ8YUQbcksAYlxJm2Qj4ZMJqOxRqQOt8lkQn5+Psxms2Dij2BkRgy4ZFuIYEWTfIfqD/lhx1CTcgfFxcW0tJpMJoPH44HNZoPNZkN2djatXS5EVvmIKduzrtFoaAx5bGwszW7PMAw1AEgkElqOij1JDnZt+JQPbOJIri97OdmPj8BznzE+hGMU4q7j6yd7HfuZ5BtDlUoFoER9YrFYaEiEGNULd1mo55TEvmdkZKBu3br0nUHeCRKJhMbFFxcX4/Lly4LHq0H0IJFIREtgzWYzfvzxRyxYsADHjh0r347dRDh9+jTeeeediCbqiYmJmD9/Ph577DFR5CcmJgb169cvM+kGSiSDW7durXLZmcOFRCJBy5YtkZqaSpcdPHiw3MM9Tp48iWeffRZLly4VJN4+nw/btm3D0KFDq2RW+7IQZovFUiXJKSEiYuD3+5Gbm4tVq1bho48+wuXLl28ZDzdBrVq1Qnoj2cjMzMTUqVNx7dq1iNpTKBTo168fpk2bhrvvvjukh12r1SI+Pj6ittjw+XzYtWsX9u7dS41FVfH+DQWpVIrbbrsNjz32GDp27Ai1Wo1Lly5h6dKlOHDgQLndvzabDbNmzcIdd9wRsgJKfn4+5syZg2+++ebmJt1C3q9IJ/7khaxQKKBQKGgsrUqlol5GQoBInWGSlIx4j8PprxhSGckNxR4Hj8cDi8WCmJgYWK1WSiYJ+TaZTPD5fDCbzcjPz4fJZArwbnPrkIciXcH6L0RqhIwl5UW4+YwybGJGrivJQE3GESh5kTmdThQVFeHatWu4du0aLaMWSlbO9s6SLPmxsbGoV68e4uLiYDAYEBMTQ8MZbDYb4uLiaFIuklWcTe5DkUku8WYTciFjTrhEW+hcQxkf+NYJqVH4PNuEbCclJSE+Pp4+r6Q8CwmNiORDw74XuBJ04k13uVzIzs6GzWZDWloavVbEKFdYWEh/qmJmZPLOCtfT6XQ6ce7cuXLqVdlgt9vx66+/omPHjoLbeDweHDhwAOPGjcPx48dvuUlnWXDlyhUMGTIk7MzuDMOgVq1a+OKLL9C7d2/R+7FVZjUAWrVqhSlTpuDhhx8OUJssW7YMTz31VLlPqteuXYvTp09j/PjxeOyxxwLeHX/99Rc2bdqEH3/8scpm/s/Ly4vonef1enHx4sUqSVpycnJQVFQUkqiZzWZs2rQJ8+fPx8GDB29ZeXE4Rgqz2YyZM2di7969EbWl1+sxYcIEvPjiizAYDKL2ycvLi6qRniRGro5ISkrC888/j2eeeQa1atWic7Bu3bqhc+fOGDBgQFTyigjh1KlTGDFiBN5++210796dJlYmnMBoNGLnzp1YtGgRdu3aJcr7flORbj7JKFdqzvWmsf9mZ3KWy+XQarX0ZiXEh2SsJkTLarWioKAAdrs9bI90RXhxvV4vCgoKoNPpAhJ0WSwWOBwOmEwmGpfMJo/cGuGhzouPuBIILeeiPMcjmFSZrCcPEpFZk6zuDMNQ0sQwDFwuF65du4ZLly7BYrGElZWUEG6SJT8lJQWJiYnQaDTUIMIwDP3fZDLB7y+JwSYqBG79bD5SyD1XIYNUKFWGEAEXOrdICDp3/1BtEINFXFwcUlNTodfraa1xoMQy6vV6aXw6X9iGGK87dxkXhBAUFxfDZrNR4xxRlpBkdVX1o7dr1y5cvnw5bGni77//jr///rucelV2fPXVV7jvvvtKkburV69i+/bt2Lx5M3799dcqVYO7OsDlcmHBggURTXL69++PxYsXo06dOmHt98MPP2DDhg1ht3ezQS6X47nnnsOLL76IevXqlVr/6KOP4q233sKVK1fKvS8nT57E888/jzfeeCPgvVhYWFjlDSQkJ0q4nsSsrCxs27atShro8vPz8dNPP2HixImlvKherxd5eXnYvXs3li9fjq1bt97y772cnBw4nc6Q3m6bzYbZs2fjm2++iej7Xbt2bbz66qsYNWqU6JAGr9eLn3/+GTdu3Ai7vZsJDMOgadOmeO+999C3b19edUCTJk3w4IMP4vTp0+X6XB47dgwjRoxAx44d0aZNG+h0OlgsFmRmZuL48eM4f/58WMk+qzXpBsQROr5JN3t7MtF3u90oKiqi1gySvZxNQD0eD6xWKy25lJubi/z8/LDLQVSEdJp45KxWK65cuUKTxBESR86BTQyCeVDFenGDkb5onZdQLC7Xs8tniOH2m91fp9MJo9EIvV4PnU4Hl8tFSbjf74fVakV+fj4uX74Mi8USIMEPNT5swp2cnIzU1FRotVqaPE0qlVIvO+mXw+GA1WqF2Wympdu47XHJargkk2982b/FhjgIrRcbiiBkEGB7t8n4JSQkIDU1FQkJCVAoFPSjSGLtpVIpVCoV78swHHUJ3/3E3oaMi9frpYlPyDq2SqQqekisViu++eabsLKX5+TkYOrUqVXSc0+Qk5OD4cOHo2vXrgHLd+7ciaKioippAKks7NixAyaTKWSM/tmzZ/Hyyy/jzz//DLuNfv364Ztvvgmb6Fy9ehVz586NSvby6gy5XI4333wT06ZNE4x/J8qsioLX662S8vFQOHPmDPbs2YN+/fqJ/iba7XYsWbKkXD1qZYHb7abPSe/evaHRaGCz2ZCZmYkdO3Zg27ZtOHfuXJV+Z1ckrl69iitXrqBVq1aC2xiNRrz//vtYuHBhRAnNGjVqhAULFqB3796iv61+vx87d+7EggULqrzxqrxx22234fPPP0fHjh0FVSkSiQQpKSllCnUVC5PJhE2bNmHz5s2i58NCqNakm09+GmziHwzEy1lQUEA/XiS2ljupJnV6c3JykJWVFVENxvKMW2aTFeKNs1gssNlsASWMiEyZT0bO/ZstTQ7WbjCCG07/xXrEhQh3sHXBwhI8Hg/y8/Oh0+mgUqlofLfdbqdGFvY1F5OpnByfTbhTUlJozXStVkslT2q1mkrYScI0EjtMvNyhSIPQNWT3R4iU8xk0yvpCC3d/7nVij59cLkdiYiJq165NjWMymQxKpZLK5YhhrCyJNoTCH/jATqzIBpeYVzX4fD7MmTMHAEISb5fLhT/++APTpk2rFqVliPenBsHxzz//4P333xe8/j6fD2fOnMETTzwRNulgGAb9+vXDt99+i7i4uLD2dbvdeOaZZ3D48OGw9rvZIIZw36woj8m0xWLBjBkzkJ6ejlatWgWVmfv9fhQUFGDRokVYtGhRlSZC+fn5mDlzJj744API5XKafLXGwFgaRUVF+Oyzz/D+++9Dp9MFrPN4PLhw4QJmzpyJH374ISIJftOmTbFkyRLcf//9osMY/H4/jh49ivHjxyMjIyPsNm8mpKenY/78+ejUqVNQHuDz+ZCTk1Ohc6tozOWq/Vuc76LwTZj5wCUYJE4zJycHDoeDejxVKhWt1ex2uwNk2ST+meshFvvBiMQDKSSr5x6X3T6RjXOJCN9NxNfvspDtYJ5pPoQzJnzebD7iHeyYfv//knSxlQEmkwkajQYMw8BqtcJiscBqtVLiy82SHQyEMCYkJCAtLQ06nY7KouVyOZ1Qud1uWgPe6/XCaDTi2rVrVBLFZxwJNX6hri+X5HKNF9FAKKOY0PZswi2VShETE4OkpCRaSo0kSiMqAaICICqOcA1hfAabUGCPF3ccqzo8Hg/mzJmDGzdu4IEHHkDnzp1LbfPHH39g8+bN2LRp0y3vdbzZQK4/AEyePJl6o/1+Py5cuIAlS5bgu+++Q35+ftjHrlOnDj755JOwCbfH48H777+P7du3h93mzYb+/fuLItznzp1DYWFhBfWqYlBe78+jR49iyJAhGD16NHr37o20tDQq/yWqspycHBw6dAg//fQTDhw4UC3in0kpyxoEBymn5fP5MGzYMKSnp8PtduPy5cv4+++/8fPPP+Py5csRqdNSUlLwwQcfRES4x4wZU2XVFBUFtVqNl156Cffff3/I+ZfRaMSOHTuqxTyLDcZf3XqMEld/bGwskpOTBeXM5O9QXiquR41IWElWZPJDklsR4kq830J1mcW0JwbccxMi3qEQjqQ2EpSHx74iwb4HyPUntbMJmSNEOFgiM6Fjy+Vy6PV61K5dGwkJCdDpdFCr1dSzDZQk+FAqlbDb7bDZbMjNzUVGRgY1ArGzTwrd11zCJ+a6c++rcA1H5QHu9ZBKpdDr9ahVqxbi4uKg1WqpZ47EwpPEFg6HA1euXKHKAKEybgB//LtYKbxYIxNQ8qEvKCighrxwURHPFslhwAVJ3leDmxckQyyRXHq9XmzevDkisg2U3Etr167Fo48+GtZ+Ho8H7733Ht56660q7VmsCLRt2xbff/89bww3F8899xw+++yzCuhVeCjL96O833kkrCshIQEpKSnw+0syexuNxhpP8S0AhmFoiWCiLnQ6nZHLhmUyqkoRKyknGcYnT56Mo0ePVjsCGU3I5XI8/fTTeO+990RVIPn9998xdOhQmM3mCuideIS6htXe0w2UJtokGRWBEDHm7suWXROCRT783Ak5m3RxvWNivJDhTNqF/g4HQt7NSI/JJWZVmXCL6R/72rFl9+yJH9+1DwU2aYyPj4der4dCoQhYr1KpKNG2WCwwmUwoKChAZmYmCgsL4XK5BLOj80nFwxmTYF7x8vB4c8FnNGPfW8SLrdVqkZycDIPBQNUnJGEa8UKQfS0WC8xmM2+5O77zDLYsWL8jWVeVQSod1ODWg9frxcmTJ3Hy5MmoHK9jx47o06dPWPtkZGTg+eefx6ZNm2oIdxiE+/Tp01izZk0F9KpqgXxbxYR48YFUbTGbzRWSgK4GVQt+v5+Wfo0GateujWHDhokm3DabDStWrMDMmTNx/fr1qPShukImk2Ho0KGYOXOmKMJts9nw1VdfVTnCLQbVmnRzyRQhN8RjI5PJqBycW3M6mIeQS8D4JtHBCEkwosImO3ykNxjhFtomEkRC1NgI5h3lthMtEsIn4Q0GvrHm6yN3ezah5rs2Ygk3GyRrPHuSQLyzJKmd2+2m2fCzs7NhMpmCJmqL5LqF2kespztaZDyYIczv99OEaOnp6UhMTIRer6fjCPyvzB9RnrhcLhQXFwfUTY8WIrnHK0ItIJPJkJCQAAA0L0UNalCZiI+PD6sW7tWrVzFo0CDs37+/HHtVPRAbG4uvvvpKFOH2+XxYtGgRiouLy79jVQQKhQItW7bE/fffj+TkZNy4cQO///47Ll68eEt7CmtQuahfvz6Sk5NDbuf3+3H9+nXMnj0b3377bU3IFoDOnTtj1qxZSEpKErX9/v37sXXr1nLuVfmgWpNurixcLpdDp9MhPT2dJkBzOp3Iy8tDUVFRgBeTL36Vz+vNMEyAtJK9LVdyKcbrG4pQi/GEC62PZJ9wtxMaJ3bfy4pQHlix7YgdS247QkRJyGAjBiQsgRBDhimJE/f7/TQ7uslkQm5uLoqLiykJD0Yc2fdbuKoFISm1WMNCeU1u2OfBlpUbDAZotVpa+g4oGVOFQkGNE263G2azOSDDu1AbkdyrQgYw7nG575fyRMOGDfH222+jX79+AErinEaNGoUdO3aUa7s1qEE0YDKZ8PPPP2P+/Pk4duxYZXenSmDgwIFo0aKFqG1vNS+3TqfD5MmTMW7cOCQlJdHQr2HDhuG555675RPv1aDy4HK5QoZh2e12bN26Fe+++y72799fpmSvNwuUSiXGjh2LWrVqidreYrHgs88+q7aGxmpNugFQ+alMJkNsbCzq1q2LpKQkmhRNLpdTYlNcXFxKIswm7mQ53/8EoYgX93h8ECJ2YomTEJnk8+ry7ScWkZJvPrmwmLbJNuyYagCUQIWqGy40fqEMLELH4dsnUu8yqRutVCohl8vhcrlgs9ngdrths9lgNpthMploxnKh8m1CxhZynty/uefOVQsInVtZz7msHl62IU2v19OQETbhJrJyiUQCt9tN65g7HI6gH79gyhL2cu62Yo4Xyf6RomHDhli7di3atGlDl8XFxWHu3Ll44IEHaqTi1QgMw9BkWX6/v9pPxg4cOIBdu3ahS5cuvOstFksA2a7JGVAChmEwatQoUUmYPB4PPv7442o7+QwXBoMBb775JsaOHRuQe0Imk6FNmzZ47bXXMGrUqGopOb1VwZ7jVXf8+++/2Lt3Lx544IGA59fj8SAvLw/79+/HypUrsWnTJhiNxkrsadVCvXr10LlzZ1FzJZ/Ph99//z2i0pVVBdWedEulUpoVumHDhjAYDPB4PGAYhr6Y3W43YmJiYLVaAzyHZfXY8hHeYCSV2w57nRjJuVjpOd+xxZyLkKyYzzgRzEhRFqJBEthpNBrodDrIZDKaOZxNRrnnKoYg8vU9nL6GQyK5/SGk2+l00tAHAAG10sn5AaXLT4U6p2DknM8gwneN+c41UuIc6jqIOS4hImq1mn7ESPwVkekzDENDSAoLC1FcXBxQTUCob6GMY0IqEr77jPsMhGNoigQSiQT9+vXDW2+9hdatW5da365dO/Tr1++W8oBVZzRs2BCTJk3C/fffD6DkXfH111/jyy+/rLaGk+zsbAwZMgRvvfUWHn74Yfr87t69G5cuXcLy5ctx9OjRGrLNQYsWLYLWD2Zj/fr1+Oqrr8q3Q1UEqampmDNnDoYOHcobM8swDLp06YKmTZvWeLurAdRqNR555BE88MADkMlkOHjwIH799VdkZGRU2xCBoqIiPPfcc3j22Wdx1113wefz4fr169i9ezf27duH69evw+FwVHY3qxwaNWqElJQUUdueOXMGs2fPrtaGtWpNukmcbFpaGho1akQ9Yuwszw6HAxKJhBKdUKUfQhEy7jLileVmuybLiJeTJGZjZzwP1g63Tb5JPx+pEvLysrcT8moKnavQMbjbBRszsecpkUgQExODBg0aQK/XQ6vVwmKxICsrC9nZ2QH1sdl9EqMwiATssQnm3ee2zd2OGAtIDWm2x5kvG7pQm+xjhjpXtjFH7D5851VR4LtP2EYYrVYLoETGRZ5rUuKtoKAABQUFcLlc5dJ/vvuL+/wFuw+j1SeJRIKnn34aCxYsoGVuuJBKpejSpUu5k261Wi0oCbPZbMjMzCzX9m8GJCYmYt26daWMJ/PmzcNdd92F8ePHV9uYv+vXr2PMmDF49dVX6TKSGboG/GC/54LBbrfjxx9/vCUSzjVu3BgLFy5E7969qWeUD7GxsbjjjjvKjXTLZDLodDqaEFWn00Gr1cLlclHHgMViQWFhIQ0dq0FpSCQSjBs3DjNmzKB1socMGYKnnnoKr7/+OjZu3FhtlT5XrlzBG2+8AaVSCb/fT5Pg1kAYqampQZ9rgqKiIrz11ltRS/ZZWajWpFutVqNevXpo1KgRDcAniafIpBwAlabKZLKQ3mEuUeHblpBDImvXaDRQqVS05BNpVy6XB5Btr9dL60A6nU7qkWMjGEHiI2TsfYT6yndOoTx5Yj2AwQghu39iyTA7y7dKpaIlHRQKBeRyObKysmA2mynxDvfDJoaghzJo8CkTuPvxgRhbhMYsmOGDry98ygexio3KnBAE80CT3+Rc2JUHrFYrFAoFTUBHvNxEVm6320slnRN6RsQaM8Q8h6EMM9EyBMXFxWHkyJF49913BQk3QUpKCuRyedQn5QkJCWjbti2GDx+OunXrokOHDrzbZWdn48iRI9i6dStWrlxZk9xNAAaDgTd+VyKRYPTo0WjQoAGmTp2KAwcOVELvyg6v14vc3NzK7ka1ATfnDB/sdjumTJmCZcuWVWDPKh4ymQxt27bFokWL0LZt25DvUZlMhnr16lFjbDSgUqnQokULdO7cGXfddReaNm2KevXqQa/XUycLMaq7XC6YzWacP38ey5Ytww8//FDj2eRBQkICRo4cSQk3UHLtWrVqhS+++AJvvPEGli9fXm2Nc16vN2oZ0W8FiHlG3G43li5dit9++63aq6OqNekmhDshIYGWDyLxsgDoQ0s84kKkm0BosswlOBKJBAqFAjExMYiPj4dGo6HrCTkk7bInvT6fj1pIideWj2yJlUqHIg5Ccmo+oh+O9zwYhEhtOJ5utVod4N0k5Cs9PR1yuRw3btyA0WgMqMEcagzFeu35/ucbl1AGDy6CSbnF7Ms3lkJ94muX77pGE9zjh7p/xRyHWIqtVitiYmKgUChoQjqg5GVtNpuRlZVFww+CqQ+44LsnxRiR+NaH838kiI2NxcqVK0WXYerRowfi4uKiRngUCgX69euHOXPmoGnTpiG3r1evHurVq4dHH30UDz/8MIYOHVpDvsIEwzDo1q0b1q5dW5PZ+xbBv//+i8OHD6Ndu3a86202G6ZMmYLPP//8pvekjhgxAm+88QYaNGgganuGYZCYmBgVI6dEIsGdd96JyZMno1+/foiPjxcVZ5+QkID69eujY8eO0Ov1WLp0aY2nkwNS/pMPqampeP/99xEXF4ePP/4Ydru9gntXg4rGuXPnYDabERsby7ve7/djy5YtmD9//k1hxAr9FqnCSE1NhVqtpvGw5KUolUohkUiotIOdlEuInJG/hSS+BIRwJyUlITU1NSCrcmxsLGJiYqDT6aDX6yGXy6FSqSjRVqlUUKlUMBgMMBgMpeqJE4QyDHCNAUL7ByOIQh5Ucv6kHTHkKZhHm328YOAjPzKZDEqlEhqNBvHx8TAYDEhNTUX9+vVpvLeQ15q9XKyhRWidGI9xWSdAwbzu5Hc4CgT28kgJMHv/UOAaj6IxIfT7SxIgkuoDbrcbdrsdDocDNpsNxcXF1ADDJtzB2hYyWLD/Zp9LqHHlPo/cv6Pl5R4xYgR69eoVlWOFi5iYGCxduhTffvutKMLNRY8ePfDyyy+XQ89uDdSrVw+ffvqpqPqlNajesFqtmDRpEq5du1ZqXW5uLl588UV8/vnn1d7bIwZvv/22aMJNEK1x6dq1K1atWoURI0YgMTFRFOFmIyYmBs888wzi4+Oj0p+bCXa7PWjyP4PBgNdeew0jR44UJTuuQfXG6dOn8eOPP/IapzweD3bs2IGpU6ciJyenEnoXfZSJdM+ZMwcMw2DSpEl0mcPhwLhx45CQkACdTocBAwaUGqyMjAz069cPGo0GycnJePnllyOK4SDJqBQKBRQKRSlSSX5IpmgS7xlMkssG38RcKpUiLi4OSUlJiImJodJnrVZL+yGTySCTySCXy2mMuVQqhVqthkqlglwupzL0UGQrEk+q0Hlwz1mINIjx/AZbz10nRMT5lvn9fthsNirLt9vtYBgGer0esbGx0Ov1SE5ORnp6OlQqFY2hF+pnMCImpt+hjCJiiLkYCPVTqH0hkhuu0UMsoS5P8Bl9yI/X64XRaMTVq1eRlZWF/Px8ZGdn49q1a7h69SqKiooCQg2CeZn5nv1g7wKh+0fo+QjVflkwb968sCZ+e/bsgclkikrbQ4cOLSUHDBdl2bcGwF133YWZM2dWdjdqUAHYs2cPhgwZgl27duHgwYM4ePAgPvzwQ3Tu3BlLly69JQg3AKSlpYW1vdfrxZUrV8o8PsnJyZg9ezZuu+22sMk2G7Vq1UJcXFyZ+nIzori4GGfOnAm6TWxsLF5//XV07ty5gnpVg8qC3W7Ha6+9hi+//BK5ublwOBwoLi7G0aNHMWvWLAwfPhwnTpyo7G5GDRHLyw8ePIjPPvsMLVu2DFg+efJk/PHHH1i3bh1iY2Pxwgsv4LHHHsPu3bsBlLwY+/Xrh9TUVOzZswdZWVkYOXIk5HI53n333bD6IJfLIZPJ4PP54Ha7qXfb5/PB6XRSWbLT6YTVaqWkW8h7KDRhZsvKVSpVAOEmy2UyGSXXBEQuzV7GjTcK5nlnk2Mh4sS3Lfc4fOcjRvrNJ00Wuy8f2PsLkRGfzweLxQK73Q61Wg2v10vJNRlnnU6HWrVqwWq1IjMzMyDul298QsmCgxk++EhwOOfMd0y+YwiNrVD/2MSbfY5CRFzMGASTp5cngt3Xfn9J8jmz2QybzUYnQeykhFxCLESQ+cY7lHScD9zj803y+Ah+WcCXsVcILpcL8+bNi4oUq3nz5tS4WoPygRj5KcOUlJLatGkT1q9fXwG9qkFlYvfu3bj33nvp/ze7lJwP4Xo5c3NzsXPnzjKP1f3334+2bduW6RhAiQMqVOLeWxFOpxMbN25E//79g17j2rVr46233sKgQYOQl5dXgT2sQUUjKysLEyZMwPz585GQkACLxYJr166huLj4pjMyRmTGs1gsGDZsGD7//PMAS57RaMSXX36JefPmoXv37mjTpg2+/vpr7NmzB/v27QMAbNq0CadPn8Z3332HVq1aoW/fvvjvf/+LxYsXh/2Ckslk8Hg8cLlc8Hg8cDqdNIkBKcVEpKgmkwlut5uXSAH8niw+rxjJgk681BqNJiB7OTuREyGJxBtLjAMulwtGo5FOtviIstBvsQglieZKaLnL2OccivxFAiGST7JRm0wmWCwWGrfr8/kglUqh0+mgVquh0+mQnp4OvV4vGKsfqm9ixohvebDthPYJ5cEW6r+Yc4jG9akIb3a4bZB9SBw3yVpOJjPsSgBiPcxCnu9I7mOha8jnQa9IfPTRR9TIWVaQUJmywOFwVNtEYOWNq1evYuHChaK2jYuLwxdffIG6deuWc69qUBXA902+lRDOe9PlcmH16tU4ffp0mdts2bIlVVGWBcePH0d+fn6Zj3MzYvPmzbwhFFx06dIFTz31VFSuRw2qNpxOJ86cOYPdu3fj+PHjKCwsvOkINxAh6R43bhz69euHnj17Biw/fPgw3G53wPLmzZujbt262Lt3LwBg7969uPPOOwPqsvXu3RsmkwmnTp0Kqx/kQfR4PLBYLDCbzTCbzXRS7nA4aAkHIlkO5hXjA9+LXy6XU88rKQtGPO0ajSbAK0UIg8fjgdvthtvtRlFRESwWSylJLJ+XMxyE8tjzbc9tn29MxHoCQ5HEYN50AmKYKCoqop46IjMmygbyt06nQ2pqaoDMPBR5FSPfZm8XCWHmkyWX1UPOByGZu5DHvDIhxoDABnf8Cflmk+xgcu5g10SoP3z/C20X7F7m61tFXYN//vkHixYtqjIeFqfTialTp970mZYjhdvtxsaNG0Vvn5aWhv/85z81yoMa1OD/w+FwYOXKlXjvvfeikngrWNifWBiNRnzzzTfVttxfeePKlSv44YcfQqp85HI5XnjhBXTs2LGCelaDGpQvwibdq1evxpEjRzB79uxS67Kzs6FQKGAwGAKWp6SkIDs7m27DLYRO/ifbcOF0OmEymQJ+ANCSXSSmky0jt1qtKC4uRl5eXtASU0KTZyGi6XA44HQ6qVTd6/XS+G1C/Ij0lbTpcrlgt9tppuX8/PxStaa5/RFDUEMt5zsnPi8cl5DyEVShjxD7mHxjG8qbzEeOPB4PTCYTiouL4XA44Pf74XQ64XQ6qeGCxMgnJCQgPj6eGkH42hALPu8/n7efS6qEZO3cMRAi/nzbR+q15vYplIS+uoA95qE8QEJGj7K0KUTigxm0yO9oG1v4kJmZie+//x4DBgxARkZG1I5bFk+bw+HA1KlT8fHHH9+UFuto4cSJE9i8ebOobRmGwVNPPYV69eqVc69qUIOqDY/Hg6NHj2LKlCmYPHlyVBIt+f1+nDp1qkx1oouLizF//nxs2LChShi8qyI8Hg+++eYbXL16NeS2tWrVwvTp00vxihrUoDoiLNJ97do1TJw4EStWrIBKpSqvPpXC7NmzERsbS3/q1KkDoKR8BqmPaLPZKCmzWCzIyspCZmZmqdJSBHyTdy7h4Ztou91u5OfnU9JNJOvEm01IudVqhd1uh91uh9VqRX5+PjIyMpCdnQ2Hw0GzLYeSK7MRjPhyEcwLyOfFLYu8lowZIb3B5LXBZLdsj6bD4aCKABKfT6yiGo2Gjh+JsVer1dRCzSfXF/I6Cnkl+cZIDNFjk3Sh7YWMHqT/7N/sH76xJctCkaOb9eMfbJyFjEChvORC7XD/DmVQYrdbnuN/7do1PPbYYxg4cCAuXLgQ1WOfPn0aX3zxRVik2ev1Ij8/H9OnT68h3CJQWFiI0aNHizaWpKeni5ak16AGNyMsFgs++ugjPPzww/j000+DZsMOF9u2bYtIpm6327Ft2zY8+eSTmDt3bk25qxA4c+YMPv7445C5RxiGwf3334++fftWUM9qUIPyQ1ik+/Dhw8jNzUXr1q1phu7t27dj0aJFkMlkSElJgcvlKvUCzMnJQWpqKoCSMl9ciyT5n2zDxfTp02E0GukPiQUxm83Iy8ujtbBJ/G9OTg6Ki4vhdDqpd5vPk8j9EeNBc7vdKCgowI0bN1BUVISioiIUFxfDZrPBarVSkuhyuWA2m5Gbm4uMjAxcv34dRUVFNP48HGlsuBAyGgiNAXt9uN5tNtHlEkWuASOYF58NYsQoLi5GTk4O8vPzYTQaqaEDKJEdqdVqaDQamtU8FNkXItZC5xdqDPi255MxB2uDYRhIpVKq2iASepIJn62gCKUcCGeMgx2D73hVFdw+8j3rQp5vsUYsvv9DZbUVUo9EG8XFxRgyZEi51XC22+20LnAo8mw2m3H06FE8//zzaNGiBT766KOaGrUikZWVFVbt5datW9fEdtfgloTNZsPixYsxY8YMXLt2LeoGzRs3bmD27NkwGo0ht/X7/SguLsbWrVvx3HPPYeDAgfjll19uinrC5Q2Px4Nly5Zh/fr1Ia+hWq3GgAEDwkooWh1QHeZYNYguwspO0KNHj1Kp25988kk0b94cU6dORZ06dSCXy7FlyxYMGDAAAHD27FlkZGSgU6dOAIBOnTrhnXfeQW5uLpKTkwGUJFXQ6/W4/fbbedtVKpU0UzgbVqsVCoWCJlGzWq1UVk480AxTUu/Z7/fTzOF8smCxk2NCvM1mM2JiYqh0nRAkuVwOhmFgs9loIjC32x2Q9InvmOE8fGI9Z2LIH7v9YDJY7no+ws13XLb3mr2M7zy4xJUQb7VaTeP3DQZDgLKAJK5Tq9U0kV2wMeLzfAudezDFg5DnXAy4xgmpVEpJNik5R9Z5PB56L3EVG2K9u+H0T2jMojGxiVRmzb4/SX+4y0Mdl+8a8t3TZF2o4/CNCXuZkMoimsjOzsann35aboSbwGaz4Y033kC3bt1w5swZfPPNN7j33nvRunVruk1WVhYWLFiAo0ePVpl48vJAqPd0pF59v9+PBQsWoGnTphgxYkTI7WvVqoXU1NSohhJUFCQSCZRKJdq0acObvdhut+PQoUM1ColbHHzvdafTiTVr1uD999+H2Wymy/kMrGVp9+eff8Ztt92Gp556CiaTCRcuXIDP50NcXBwSEhIgl8uRlZWFHTt2YPPmzThx4gRMJtNNqSjjc9Kw53ZlOefCwkLMnDkTLVu2RKNGjYJu27JlSyQlJSEzMzPi9ioDJNdTamoq6tSpg7p166JOnTpITk6GWq2GzWbD6dOnsX37dpw7d67mvXeTg/GX8S3RrVs3tGrVCgsWLAAAjB07Fn/++Se++eYb6PV6jB8/HkBJ7UmgRHrYqlUrpKen47333kN2djZGjBiBZ555RnTJMJPJhNjYWPTs2ZMSP6fTSROpkUmfTCaDSqWCUqkEwzA0sRopK8YnOeeb3LP/Ji8euVwOlUoV4H0lZIoQe3ZJo0heUHxEIRhCSZn5tucSmFB9YXtnyfgSgwN7f27yOEKQucnjgvWZZH/XarWoVasWkpOTaak2cnyGYWA2m1FYWIiLFy/CbrfTdvjGJhjRZ5MwLoHiG0/uMYP9JtsRMk3uH71ej5iYGGi1WlrH3e/3Qy6X0yR8NpsN+fn5uHHjBhwOR8D5CRmOIn2shcaH21Y0IJaEC92nwfopxngmZCgSOpbQfSMGPp8PhYWFMBqNEWUDP3r0KBo3bkz/37t3L958880Awq3VahEXF4cePXqAYRgcO3YMx44dC7stIdStWxfFxcVRq/9dnSCVSnHbbbdh3LhxaN++veB2v//+Oy5fvoyTJ0/i2LFjYceGarVabN26Fe3atQu6nd/vx5NPPlltEtTJ5XIkJibigQcewODBg1GnTh3cfvvtvIoRh8OB999/H0uWLBHM81KD6oGyfDNMJhN0Oh2AkvlEYWEhvv/+e7z//vu4fv065HI50tLS0LZtW7Rs2RJxcXHIyMjAb7/9hrNnz5b5e6VSqVC7dm1YLBbk5+fT77JOp4NUKoXZbIbdbr8piTYA6PV6tG7dGu3atUODBg1o7hxSpjcnJwfXrl3DlStXcOLECVy+fBk2my3s8ZBIJBg1ahQWLlyImJgYwe1sNht69eoVtcoc5QmpVIqUlBR06dIFDzzwAO68807UqVMHCQkJUCgUpeYePp8PmZmZePfdd/H111/XKCWqMULd/1HPwz9//nxIJBIMGDAATqcTvXv3xpIlS+h6qVSK33//HWPHjkWnTp2g1WoxatQozJw5M+y28vLywDBMQNkwhikp46XX6xEXF0czW/v9Jcm48vPzkZ2dDafTyUswxBJbQiRDWVcjJdt8xC/URJ9L8rjt8pGJcLyPbINDTEwMYmJioFarqYff5/NBLpdDqVTC4XBQwwbx1JLM8myvP9+Yk/+5pFMul8Pv90Mmk0GpVEKhUATsxy4rIXRthUgxdxn3vLl9C0ZGudeM/BCyrdVqER8fj/j4eMTExFDjglKphEqlgs/nCzBQqFQqaLVaSCQSXLt2jSaXC+ZpDeWJ5bu2XBUC+xyi4T1gH5evDe72fPel0LJQ10WItHP/FlI7hFomtk+Ronv37nQCCgAFBQU0ZjAxMRFDhgzBc889h4SEBJqY8sSJE+jatasomaQYVEevajRQr149TJs2DU888QTi4+ODbku8/0ajEb/++isWLlyIY8eOiZbZW61WTJo0CatXr6a5S/jAMAx69uxZLUh3q1atMH36dNx7772CIWRsqFQqvPHGG0hLS8Nzzz1XE6Jwi2LatGlIS0uD0+lETk4OTp48iQsXLkCj0eDRRx9F//79ce+99yI9PZ06VrxeL4YPH45Ro0aV2eDocDhK5cjwer03PSFiGAZ33XUXZsyYgfvuuw96vV4wozuZoxUUFODw4cP49ddf8ccffyA7O1u0x9bn82Ht2rVo3bo1xowZIyghV6lUaNCgQZUm3RKJBA0bNsSwYcPw+OOPo3HjxqLyX0kkEtSuXRvvvvsuCgsLsXbt2pvWmHOro8ye7soA8XTXqlWLytMYpqSGdkJCApKSkqDRaKBUKmmJKXais8uXL6OgoCBArhvM4yp24i1EUMSQZPbf7ERaZH+2Z57Pu8nXXjBiGMzgIHS+hBzGxsYiJSWFxh6r1WoAJdIvsoxMlIi0HiiRDRYWFtJ4e3ZNc6FzIV51uVyO2NhYpKamQqPR0HYZhoHb7UZhYSEuX74Ms9lc6rjsMRDybAe7/kLrhAwaXBDvNkn6lpaWRkk0qeOu1WqpUUGhUMDn81ErOjEYFRUV4cKFCwFZ3UPdC+FAjLc4kjbKSj7F9oXP6CTGeBBuv4IdV8jY4fP5UFBQELGnm6+PiYmJGDx4MJ5//nk0a9aslNfQ7/dj+fLlGDt2LGw2W9ht1qDE87x+/Xp07do1ov0tFgt+/PFHTJ8+PSxZZOfOnbF69WrUrl1bcJvvvvtOlBS9siCTyTB+/HhMmDAB9evXD3t/o9GILl264OTJk9HvXA0qBGX5JpGwQHIMuVyObt26YerUqWjXrh10Op3gd+Hzzz/HCy+8QPP9VGVEw6gdTTRs2BArV65E+/btw/42Op1OWrbyp59+CqtkWmpqKubNm4eBAwfy1uX2+/2YOHEiPvroo7D6VFGQyWR48MEHMXPmTNx22228oTNi8OOPP2Lo0KFwOp1R7mENKgIV7umuSBDpHikfVbduXSQnJ0Mul8Pj8VDPIZGTy+VyFBcXQ6/Xo7i4OMBTzUYozyZ7Ofk7mMc7mDeZvZyUvZLJZNBoNNBoNAAQkJ2dT6LN1xafV5fbFz7SKUS4yY9SqQzIFk4szBKJBGq1msYlEyWAQqGAw+GgsctKpRJarRa5ubmw2WxUdi4EYnAgCfo8Hg/i4uKg1+vhcDioh52UiuMrCydEiITIPnf8hPoltJzrzSWEOz09HSkpKYiJiQHDMFAoFFAqldSoQCz1KpUKFoul1HVh1ymPFGLVDdEi3Ow2xdxrYgh6KA8/33L2MrHtkO3EeraF+sTX57IiLS0Na9asCUoGGYbBsGHDMH/+/KjKzKMNmUyGNm3a0MRgFosFW7durRIepQcffLBMNWJ1Oh1GjhyJhg0bYtCgQaKJ9+7duzFw4ECsXr0a6enppbw/Xq8Xa9eujbhf5Q2ZTIbXXnsNr732WsTJj2JjY/Hggw/WkO5bFOzvnEwmw5AhQzBr1izUqlUr6DuZYRh06tQJBoMBeXl5FdHVsCCRSJCWloZ77rkHLVu2hMFgQHZ2Ng4fPow9e/ZUaviORCLB8OHD0bZt24iM5EqlEu3atcMnn3yCe++9F2+99Zbod152djYmTpyIzMxMjBo1CgkJCQF9sFqtOH/+fNh9qij06dMHn3zySamSyOHCYDCETNRag+qLak26gZKXRExMDCXcJOmWy+Wif3s8HkgkEuh0Otjtdkp0AP64XAIx0mP2tkIQQ3AI8dLpdEhKSkJCQgJ0Oh3cbjfNhJ6dnU0zoIfy4vItD3WeoSCRSKDVaqFSqSgBJBZJYiwg5DEmJgYmk4kSddKORCJBUlISlEolMjMzafIRPqk56RdZ53a7YTKZ4HA4YDQaodPpIJPJ4Ha76biw9+WOvxgDCnechMZVaDs+8iWRSGAwGALieZRKJXQ6HdRqNVwuFyQSCfz+kjwAJEEgOWe3200NLiTzfaj+CCGYd559ntyxKktyD7EGCtIe+/zYYyqkzAjVJt+15BrJxBjF+JYJ3Ut8z120kJ6ejpUrV4ryvkaz3WhDLpejTZs2mDBhAvr160cVAG63G/v378e8efPwyy+/VFpiGalUinHjxkUlY26XLl2wevVqDBkyBDdu3BC1z759+3DPPfegS5cumDt3Lg2ZysvLw6pVq7Bp06Yy96u80K9fvzIRbqDE2FxDuGsgkUjw6KOP4r333qPJd0NBr9fzJt+tTDAMg/T0dAwdOhQjR45E06ZNaYic3++H1WrF+vXr8eKLL9IKPRUNlUqFnj17RuylJdDpdHjyyScRFxeHCRMmICsrS9R+eXl5eO211/Drr79iyJAh6NatGxISEmA2m/Hdd99h586dZepXeUGn02HixIllJtxASRhXWerE16Bqo1qTboZhqIebeAMI8dPpdFSuCyBAhs6eaAt5ycRKU4UQisiyvcdSqRQqlQrJycmUbKtUKsTExNBYdb1eD61Wi7Nnz9KSbGyvLtcwIERgwyUD7PXEs832WrMzhpPxJpnjiUyelLwi/SXZuYnk32KxUOIt1DZZz/Z8m81metxg2eH5IES2hIwSfOuDEViyjGFKsueTuCi/30/jutnJ50gCPuLJJmXnvF4vleibzeaARCV86opQ9yi3n+Rasq+R1+ulEn1yTLH3fyjFhNA+4RiGQo27kNIhVP+EEMroxvcOibZnm0AikWD69Om47777yuX4FYWUlBS88MILmDRpUkCsOlDyHunSpQtatWqFkSNH4qeffqqUPsbExIiKQRaLrl27YsWKFRg6dKho709mZibWrVuHjRs3IjU1Fffccw82bNiA/Pz8Ki2dfe6558psrNi9eze2bNkSpR4FQiKRoEGDBrh06VK5Pas1iA7atm0bFuEGSkLZqtLzIZfL0atXL7z55pu4++67Sz0bDMNAp9Phsccew40bN/DKK69USv/VajWSkpKiciyZTIaHH34Yly9fxptvvilaueR0OrFjxw7s3bsXCQkJlHRnZWVVqWvKRnp6Olq2bFnm47hcLuzatSuqpJs4utLS0qDX62EymXDp0qVbMiFqVUC11jAoFAokJycjJSUFer0earWaSpwJsVMqlTTRF5vAsEkFAZ9km/wvlEiCD2yyIvRBZxNunU6H+vXro0GDBkhISKAZrYlnOSYmhpLw+Pj4UgnDSFt8xJvdH6F+svsaagJCSJrf76cJ7IgXlrTndDpht9spMVepVHQ/8rHx+/2IiYlBXFwcJfJ8nmJufwkpJAoAp9MZUJIt2L5il4crvQ7m7QT+N2YkkRrDMAEx70Ql4HA4qCGClL6z2WxwOBywWq3Iy8ujCerY1yvUuPGBnRk+NTUVtWvXRr169VCnTh3ExcVBLpcHSJzCIavB1CLs//nINRfse5L7N3uZkDc7WN/I/0LLiEqB77eQB57bjtjnSiweeughPPPMM6K3l0gkeOSRR6LSdrTQqFEjrF+/Hq+99lopws2GTqdDr169Kk1q17Zt25BlbMLFfffdh/Hjx4f1vPr9fhiNRpw9exZff/11lZ58EpTVy5iTk4O333476rkIYmNjsWTJEvz111/Yv38/Nm/ejL59+0a1jRpED1qtFtOnTw87J0B2dnaVyWOhVCrx3HPP4euvv0b79u2DGqOkUin69OkTMmFjeSGSuUQwyOVyjBo1Ch06dAh7X7fbjezsbJw6dQoZGRlV+p0XExNDw0HLguPHj2PDhg1Rmy8YDAZMmTIFmzdvxrZt27Bx40Zs3boVq1evRqtWraq0Eu5mRbX2dBOrnEqlopJnIsElXlhy83q9Xio/Fnp4g03chepr8x2D6/ni8+SxCXe9evWQmJhI5ZXEYED2IV5Iv99fKmM3tx32MiE5Lp9XLpjHkD0GxFpJJN/A/yT+RCpNYq1lMhk9T+K1JWSOeHS1Wi00Go1gPDYf2NdUyBvKByGSxKcKCNZ2qDa5/xNDASFtPp+PZs8nY0Ti3gkZJwoHki31xo0bKCgoCJCXs/se6ry597RUKkVMTAxSUlIQGxtLFQgej4cSIT5FRTAjktBYCI1ZqH5zjyH0P3t5KAQj5ezlbNLNTmjIVlyEGhOxfRILpVKJKVOmiMqGyka0PBfRQKNGjfD999+jVatWorbv3bs3VCpVpUygDx48iAsXLqBJkyZRPe4jjzyCmTNn0uzzNQhEdnY2hg4diu3bt0f1uPfeey8WL16MFi1a0OeyR48eaNWqFUaPHo0//vjjlvd6k1AohmFgs9kq9R5lGAZdu3ZFz549w943MzOzSuSEkMvlGDNmDGbNmhW0HBYbOp0OOp0OOTk55dy70rDZbCgoKIjqMRMTEzF06FDs2bOnShPnsoCdMDgS+Hw+nDp1ClOmTIlaHXKDwYC5c+di1KhRAUZQlUqFPn36QKVSYfDgwcjNzY1Ke9UVpOISUel6PJ5yDWmr1qSb1DcmWcpVKhXcbjcUCgW1OplMJirVIESGyJ+B0JnAueuCeZKFiCvf5J4k16pTpw7NyE1qNCsUCpq5kHiTfT5fSG97MBItJJkOZ5Lh9/ths9lgtVqh1Wrh9XqpB5f9W6/XUxm1VCoNyBJPvN1+v59mO9doNAFZx4NJmcUYDILJi4Mdk3u8YH3gem9Jn/j65/P5YDabYTAY6DoiNfd4PFS5QAwWHo8HTqeT1pXPy8uDxWKh4yjkORUaNy5hJYkHExMTERMTE5DAj1wzg8EAi8VCPyTBrkmoseL2T+yxwiHWQgSe7z4JtS07mSEpjQf87/o4nU5YLBZqSBLqq5h+h4MOHTqgU6dOYe3j8/mwYsWKMrcdDSQmJmLt2rWiCXdlw2Qy4e+//4466W7SpAk6duyIrVu3RvW4VQnr169H586dSxmJg8FisWDTpk348MMPsWfPnqj2p0WLFlixYgVvNviEhATMnz8f27Ztg8ViiWq71QUajQa9evVCv3790K9fP8hkMpw4cQLHjx/H5cuX8eeff+Ly5csVml8hNjYWTz31VFA1jBByc3OrRFxsz5498cYbb4gm3ABo+FxlwOFwYMuWLejQoUOZ47oJJBIJ7rnnniqb2C4ayM3NxbVr1xAbGxv2viaTCRs2bMB///tfnDp1KiqGP4VCgXHjxmHkyJG8qiOGYdCxY0f06NEDq1atKnN71RGpqano27cvunXrhoYNG8Lv9+PGjRvIycnBxYsXsXPnTpw7dy7qBv9qT7qJnJwtXyaeVbfbDYYpSVplNBop4bbb7aXk5UKetGBeTD6vWSgZLtvLHR8fj4SEBFqHmW0pI5JrNjklRoNgECLXfOu458rXV/YxiKe7oKCAZiknhM1ms9EM8cSgQPpMrgF5iROPt0qloqSTPY5C9bu5/SJge91DnRPXaMJHAkORvVCeTe6xvF4vTfzGMAwlulxjhMPhgN1up3XNCdlmZ60XmvTwEX9uv8h9p1AoYDAYqMGKPD/Eo+v1emleAfLxFzuewcZN7Do+o0co7zafisPv99NniN1X9t/c45LxSUxMRJ06daDT6Wj+AbfbTa9bQUEBioqKaPk2sSqNsqBhw4a8pVRCoarILAcNGhQ24c7Kyqq0Os1+vx8LFixAt27d0KxZs6gdl4Td3MyYP38+FAoFZsyYETK22+fzYc+ePZg+fTr27dsXdbKk0+nwxhtvBC2/Vrt2bXTu3BkbN26MatvVATqdDosXL8bQoUMD3i/du3dH9+7d4fP58M477+Cnn36q0EoIffv2Rffu3cPez+fz4erVq5WuWtDr9Zg0aRISExPD2q+goABms7mcehUcPp8PK1euxKBBg9C0adOoHZfEZt+spDsvLw/ffvst3n77bVpCNxQsFgt27tyJzz77DH///XfUrrlUKsWjjz6KSZMmBVXFqdVq9OjRA2vXrq20b2xlQCKR4L777sOcOXN48ysAJXPgoqIibN++HYsXL8bOnTuj9l2q1qSbkAUizyUEQafTUe8iO/6X1D4m2b/5JuN8//NByLsqhmQwTElNcYPBAKlUSuXHwP/INgEhPiS212w2C9brFiI9wbzcfMQjmDfR4/HAZDLRuHkAAQRSr9fTzNtEnub3+wNqajudTkrW+doI5QnlnnsoQsz2SLOPLUTUQrXHh2DXnS0Rt1qtMBgMtI48IbvEoGEymWA0GinZJlKXcKX3Qn2Uy+WIj49HbGwsNZpoNBo4HA5aH5wYsEjpMvYLmXsviVVUsO/9UERdSALOJ5Nnb8/3PLANMqGMaeSc09LS6ITD4XAEVBaQy+UoKCiAXq+HRqOBTqdDZmYmNTpFev+IwYABA8LeJzs7G4WFhWVuu6yIj4/HCy+8EHZ89s8//1yp9UrPnDmDuXPn4pNPPrnpiXI04fF4MHfuXBiNRvTu3Rv33nsv73ZXr17FhAkTcPLkSeTn50e9H3q9Hp9++ikGDRoUdDvy3N9q6NixIxYvXoy7775b8BtGwsdGjhyJhx56CMOHD8cff/xR7n177LHHEBcXF/Z+Ho8HZ8+eLYcehYf27duHXW7Q7/fj8OHDYdW3jjbOnz+P2bNnY/78+VSdV1YIzfduFni9XnzyyScwGo0YMmQIbr/9dmg0GspRAFD5cmFhIfbs2YPVq1fj77//htFojFo/GKakXN7MmTNFGXtIBv1bJdSJYRj07t0bS5cuDWqElUqlSExMxIABA9ClSxdMmzYN3333XVSId7Um3eykRkqlEi6Xi2bCJgSPeLZ9Ph/cbjeMRiMcDoegBJkcj4Ab58kmanwTeKFl7OMQoqNWqymB9nq91KPGMAz0ej0YhqESVpKt22Kx8E7uQxEd7nI+whkMbG+30+mkE6T4+HhauoucByGZ5AaVSCSUQBJvLjkmWUbGIRTh5iNQofrNJwUPdo5iwHf/8BFFsp3X66UZVYuKiiCXywNeyERSxo7l5iZMi7Sv5PzlcjliYmKowYR8BGw2GzX++Hw+SjK5CfuCGaOEzl2IDHO3DYVQsnn28fjk6UJtkm1IkrvU1FTcdttt0Gq1KC4upsvJ9SLJ50icMUmARwx7YtUZFYVDhw4hIyOjUtpmo3///mF7Tsxmc6VlLmdj+fLlSExMxCuvvBK214oPubm5uHDhQhR6VrXh8Xjw8ccf4/PPPxccN7vdXm5GIYZhMG7cOAwePFjU9h07dsSyZcsq3UNaUdDr9fjss8/CyrpsMBgwbdo0HDp0qNxjjonBPlxkZ2fj3Llz5dAj8ZBKpXjooYfCkpUDJUbeP//8s1Jjn71eL1avXo3Y2Fi8+uqrYWWNF0J+fn7UY8WrGiwWCz7//HOsWrUKSUlJSE9PR61ataBWq6ljKisrC+fPn0dOTk65EN1GjRph7ty5aNy4sajtY2NjoVQqbxnSXadOHcydOzco4eYiJSUFb731Fo4dOxYVlU+1Jt2EhBIPBJkQA/97YRPC7ff7aUZoNqEB+AkFu9wVSWRGQIglX3wtH8HlknhSM5yQGplMBqlUCplMRr3edrsdEomEGg78fj/MZrOglJVLLoN5vfn6KQbsc3U6ncjNzYXNZqNlzjQaTYA3m/SHXZaK3Q+n00mvIZH7h0sm2X3jLovkPMWS+WB9EWqfEGsSs81dzyXYZB8uxMiuuSBx3CScgRBJuVwOn89HS5GpVCp6D5L7XqzyQGjshZaF8orzbSOmL0JEn2sE4BrCdDodGjRoQJ/NmJgYWK1W+l6RSCSwWCx0XDQaDfR6PS3nRsJZuG2zf5cF2dnZYW3vcDjw0UcfRdRWKPVIOJBIJHj44YfD9nTs3btXdE3r8oTH48GHH36IjRs3Ys2aNWjevHmZjnfixAlcvnw5Sr2r+nA6nZVyHTt16oRXXnlFtMGrXbt2Eb//qyMGDBiAO++8M+z9unTpgkGDBmHRokXl0Kv/4ccff0SfPn3CTgS5Y8cO0XWuZTIZatWqhQYNGkCv10MqlcJqteLSpUvIyMiIOLY6Li4O9913X9jG1rNnz2Lv3r0RtRlNOBwOLFmyhCb36ty5M2JiYiIyHns8HmzYsKFKKK7KG2SebjabcenSpQptW6lU4uWXX0aHDh1Ef2tJEupbAQzDYOTIkWjRokXY+9apUwcPPvgg/vnnnzLntajWpLuoqAipqamw2WxwOp3US0eyMJM4TOJpzc3NhclkChrPDfyPGCsUChrbCvyPiJNESg6HoxSBF/LIsSf4crmcJnoj3kVCyIhnjchVyY/RaKTZq7ntsYl9ON7fYOvZY8ElKWx5u9FohN1up6XN9Ho9TQhHvKVSqRR2ux1yuZyqDAjhzs/PDzCMiJ3w8Bk6+NaJAZ/nX+z2oYgmn4dViEhzvfFivLtiCChJDEYk0STenrRFpF9s0ihGISBEmrnnyycD5xqj+I4v9gPPNTQFGzc+4k2eubi4OCgUCqhUKhQWFsLtdtPMliQTrsfjgVarhdVqpSRcLpdDrVYHhH5wxycanu6PP/4YAwcOFJ2sZf78+fj7779FH18qlaJVq1aYMGFCgKV8zZo1+Pbbb2k2+3CRmpqKdu3ahbWPx+PBvHnzqowF3ufz4Z9//kHv3r3x9NNP46mnnkKtWrXCuq7EOLNgwYJbKoauMiCRSDBlypSoyWNvNiQmJmLSpEkRv5eaNWtGw6LKC9u3b8dff/2FwYMHi+5nfn4+li1bFpIsMwyDunXrYuzYsXj00UeRnp5Ow+K8Xi+ys7Px66+/YsmSJTh37lzYc4rGjRuHXebM4/Fg9erVVSabtNvtpqX17r77bjz++OPo0aMH6tevT8vAhoLL5cKWLVvw0Ucf3bSZy6sKbrvtNjzyyCNhJcCTyWQR5YmpjmjYsCGefPLJiMIcJBIJbr/9dpqnqiyo1qNtNptx/fp1eL1eKuNhk25Ciknio5ycnIDkVXxgy78NBkOAFYgk/FIqlTQ5m9VqDZlinvvBIJmRCfF2uVw00ZhKpaKlzux2O5xOJ5xOJ7Kysqi0PNix+ZYJefjI33xGByHvIPuYhCgT+bvJZEJeXh71pBIrGjtunXh6rVYrPT+2l5uPyImVvgc7p3D2FwKXgHIJFfnNTkomFLdOftjGhlB1xsOV1rO3J2SSqClI38gLmhhHGIah14pdnkyoTT4CzbcN33nwnZfY8xFaFwlIxv2GDRsCKPHMEcUMAJrsz+Px0MSNDMPAZDLRc+NTBURbUv7PP/9g+fLlGD16dNCMvk6nE1u3bsWiRYtET4pVKhVmz56N0aNHlyIqnTp1QpcuXfDss89GRLzvuOMO1KlTR/T2Xq8X8+fPr5LZvTMyMjBjxgx8+eWXGDZsGPr06YMmTZpAIpEgKSmJ93n3+XzIzc3FJ598gmXLlon2wtUgcrRv3x7/93//F9Y+lRlHW5GQSCR4++23w5KVc9GzZ0/I5fJyzbdgNBrx4YcfolWrVmjevHnIb0xBQQHmzJmDnTt3Bj0uwzC4++67MX/+fNxzzz2lSIdcLkf9+vUxbtw4dOzYERMnTsT+/fvDmlOkpKQEfEPE4MiRI1i+fHmFZogXA7PZjB07dmDPnj1ISkrCHXfcgbZt26Jx48Zo2rQp0tLSqNqUhB+aTCZcvXoVO3bswLp165CVlVXJZ3FzQyKRoF+/fmGHPxHn5M0OhmHwxBNPhG0IYyNa2fyrNel2uVzIzs6mEme9Xk/JAynvY7PZUFhYGLTkEldmqtFoEB8fT4/FLokF/K+ONrkIJI5cyAsp9LEgk3dCStnZo8nD4HQ6kZmZST1vYhJq8ZHsYH0JJUnn249LkH0+X0B2eOJBZBNQdkIwthef/ZHh8xTzeTFDEc9gBoNIJYRCbbPPVSaTQaFQQK1WQ61WB5w7qcNNYt5JLDCJ4RbqU7BrE+w8/H4/7ZdKpaIfRoZh4PF46DLSPnn5kusTjjFJiEzzLY/EsBIOgeXzrAsdh1w7vV4PtVpNz50YJ4qKiuD3+2kdR5INXafT0fudazgSuj/KCr/fjxdffBFr1qzB5MmT0adPH2q48/v9OHv2LDZu3Ii//voLW7ZsEe0lViqVmDt3rmCiM4Zh8PjjjwMAnnnmGZhMprD6TVRBYmVsBw8exIwZMyqtbI4YZGRkYPbs2ViwYAEUCgWUSiX69OkDhUKBFi1aQKVS4fDhwwBKQp02btyIoqKim9LDnZqaipSUFAwYMKBUMrLCwkKsWrUKfr8fmZmZFZa9+JlnnhGdRZhgxYoVVY7wlAeSk5PxxBNPlOkY27dvL3fPpc/nw5EjRzB8+HBMmzYNPXr0gMFgCEhM5XK5kJWVhV27dmHZsmXYsWNHyPdGnTp1MG/ePHTp0iXoe1kqlaJdu3b46KOPMHr0aJw6dSqsvoeD/Px8zJo1K2o1mssDHo8HWVlZyMrKwl9//UWdRKQCClB67hosz0l1BMMw0Gq1SE1NRa1atdCkSRPodDqaNJgoAFwuF4qKinD9+nVcuHAhYpWYWCiVSrRv3z7seYbZbK4y1U3KEyqVCl27do14Hub3+5GRkRHy+y1GNVCtSbfX64XT6URRURGsViuUSiVN/068qiQRGV8MNp/HUi6XIzY2ln6wCbkmXm4iMSfLDQYDPB5PqTJkwQiU2+2mclWJRAKlUkk9wm63G1arlWazzs/Px40bNwIk2MHAlQcHI6mhjALcffm2I8vZZb68Xm9QryTb0xtsrEL1J9Q2QseOBgknXk1yHygUCuj1emr8ITHuEomEJpXTaDQB6oDi4mLk5eUhLy+PKia4xhs+8hrJR4wYiPx+P/2bqEFIvD15dkjSO77+BBsPbp9Dbcf9PxxiLcbwxLcd3zNPJg8k2SIp32exWKhBgh1iQqoiEEUAUW3wtck2xkQDLpcLu3btwp49e9C2bVvo9XoAJe+7gwcPwmq1hn1/TJ48OWRmcYZhMHDgQDAMgyeffDKsesYHDx7EhQsXcMcdd4Tc9uTJk3jyySerjKw8FOx2O+3rt99+CyCyfBnVDVKpFG3btsWECRPQsWNH1KtXT9AT8OKLLwIALl68iCVLlmD58uXlHt8ZSaZ58k2+2UHCacqC06dPCxJLhmHQuXNnTJgwoUxtACXP0JEjRzBq1Ci0aNECd999N+rWrQugJMfFpUuXcPbsWVy/fl2UkU4ikWDw4MHo1KmTqAk4wzBo3bo1pk2bhrFjx4p+75F8N2ISqdntdnz44YfYsGGDqGNXBfj9JUlwLRbLLVHbXi6X4+6778ajjz6Ke++9Fw0bNkRcXFzAc8TnTLDb7Thx4gQWLlyIn376qdwMyXK5PKJQmuvXr98S7z2tVosmTZpEvL/b7cbx48cFSbdOp8N9990nKl68WpNutkeOEHC+9VySR8AlW2yPIJmMkwmzXC4PmEyRBFQqlQp6vZ56oYMRVLKv2+2GyWRCXFwcTdCkVqthMplo6TOXy4X8/Hxcu3YNNpstJKHnk+kKeRv5wDdRFEuI2P0KR1obCdEVi3COHW4/2B5kkhG8Vq1aSEtLg1qthkwmo791Oh01/BCFBPEQxMbGIiEhAXFxcTh37pxgQjnuNRFrrGBfU3J/kokGW1Lk9/upZ9ftdtNEfkJEMhTCIdJ824YyAgkpGMIB+5lg15VXq9VwuVz0eVcqlVCr1dBoNPS6OJ1OOBwOKtsn7x7u/c8wDE3Cptfroyor9vl8OHDgQJmPk5aWhjFjxoi2AD/66KP4/vvvsWbNGtFteL1eHDt2LCTpPnnyJAYOHIgzZ86IPnZVxM1MtoES6faUKVPQr1+/oGEOBISMN23aFAsWLECvXr0watSocikRRnD8+HEMHz5c9PZXr17F5s2by60/NxOMRiN+//133nVqtRoDBw7E4sWLRd0bYmG323Ho0CEcOnSoTMfR6XTo378/9cyKgUQiQZ8+fdCyZUvs2bNH1D7nz5/HpUuXcNdddwXdzul04uuvv8ann35aE/NcRZGcnIyXXnoJo0ePRmJiYljzUJ1Oh06dOqFFixZQq9XlVh3B5XKFnR3e4/Fgz549t8R9R0o0R4rCwkKqXGODYRg0bdoUb775Jh566CFRxsxqTboBBHhW2Qm+uJNyMeSBYRgqDyGkm3jBiDSYyEmJpMbv99MY5lA3L2nb6/WisLAQsbGxNC6qqKgIdrudSo4LCwtx48YN6m3jyrD5+i60TIjMcL3ioY4XLUIdLmGKVpxsWYka+zjk/jAYDGjYsCGSkpJo9lOlUkknHKR2ucvloiXCLBYLTUJDjlVYWEiNK+zzZN/LkfSdGJ4cDge9b4nnlh1n73a76f0skUhocsLyJBBstQD5nygHyPgSEGOE0LMgZFDjC4vgA3lZkoSGwP+kQmxlABkrcj3Jx46dK4Kcl1wuh16vR3x8fJXNEPrII4+gXr16oreXSqWYMGEC/vjjD9EeDp/Ph4ULF6Jbt268pTq8Xi8OHTqE0aNHV3vCfbOjS5cuWLVqVVglV7jo27cvnnnmGcyZMyeKPQvE8uXLMXbsWJqnIRj8fj+++OKLSos7VavV1HvLhtPpxJUrVyq+QyGwefNm3mz0cXFx+OKLL/B///d/VfZ9FxcXF9G9azAY0KZNG+zdu1fUN7G4uBhr1qxBixYtBFVOJpMJS5cuxZw5c8pdflyDyBATE4P3338fQ4cOLZNaTa/X46mnnsL3339fLsoAp9OJv//+Gw8++KDofubm5mLTpk0VbiSWy+XQ6XS0fC2ZX5HytcXFxVGfe5I5WSTw+/3466+/SlUcYRgGHTp0wIIFC9CuXTvRjotqTbqDeQT5ZKVk4PkIHFlHyDshH8Q7CZTEPzidTlpOiJB9dhIqMdJCn88Hu92OzMxM+P1+xMTEQK1WU/JdWFhIbzxudnQhBPMOCknLuf0V8pTztSFEaMR4xEOtDxaTK+Y4bITjGRZzLPKbeEdr1aqFuLg4mgWSkG22p1MmkwWEOAAIMLB4PJ6Amt2RnCdfX9nj53A4UFBQAIlEQmvEc9sg96XJZOLN8h8NsO8Pbhy8QqFATEwMdDod5HI5VZowDEOJrtlshtFohM1mK5XJn4Dv+Ra6N4nRrqCgADExMZBIJDAYDDTLPom/NxgM0Ov1sFqttBxeYWEh8vLyaBlC0iY7Gzq7RFtVhEqlCvtj1KxZM6jV6rAmD4cOHcKQIUOwZs0aGvfr8/lw+PBhzJs3D7/99tstEVtWnaHVavH++++XiXAD/zNulydycnLw7rvvYsGCBUE9rn6/H8uXL8eCBQsqbPLJMAxatmyJ9PR0jBgxArVr10b79u1LPYcmkwm7du3C119/jQ0bNkRNmkoquYitgsBGTk4Opk2bVir8w2Aw4Ouvv8bDDz8clT6WF9i5TcKBVCpFenq6aMO9z+fDl19+iTZt2uDBBx+knnVSiWbv3r344osvsGHDhmoTSnMronv37njiiSeiEh6WkJBQbvMAv9+PdevW4eGHH0b37t1DEkCXy4WVK1fi33//LZf+sCGRSJCWloY2bdrgrrvuQsuWLdGgQQMkJydDo9FQ0k3i4C9duoTt27fjp59+woULF6KSZ8NqtSIrKwsJCQlh73vlyhUsWLAg4DllGAZdu3bF4sWL0aJFi7DmUNWadLPBR9j4tuFOxNn7EJBSV2yPJqlbzE4aAZR4w0ipJXLMYC9l4nl0u90oKiqCw+GgUmS+5FrcYwqRY2Ik4J5PMMIazMMdikCL9XbzkXb2uIu5TmUhztGcSHHHXqvVlspy7XA4aMgAIV92uz0gA7bD4aAx3OyEf0Ivl0g93OzfJEbZ6/UiNjaWlsMiiU6IksNoNMJoNNLloa5VJP1iP1dqtRqJiYlITk6mzxdRmBCjBQCa9T4pKQkWiwW5ubnIzc2lpQLZ5ypEtoVCJzweDwoLC1GrVi3o9Xo4HA4aPkLGoLCwMCCUxe/3w2QyIScnJ6APpM/x8fH0o0LUBbc6du3ahc6dO6Njx47Q6/U4cOAAzp8/f8tkja7uaNCgAdq2bVvm43g8Hpw9ezYKPQqOr776CsePH8fkyZOp95WQfYvFArPZjGXLlmHWrFkVdg+2bt0akyZNwsMPP0zzMQghMTERjzzyCPr374+lS5di/vz5uHDhQpn7UFBQgE8++QQffvhhWJNFn8+HSZMm4eLFiwHL4+Pj8dVXX1V5wg38L19JuGAYBmq1Oqzxys3NxX/+8x/06dMH9913H6RSKU6fPo2tW7fi3LlzZTIyku9jeRjGa1AChmHQsWPHiIw0fDhz5ky5GlhycnLw3HPP4Y033kC/fv0QFxdXinx7vV7k5eXhu+++w3vvvVeu1QeAEnn9qFGj8Pzzz6NJkyYhjQ7Jyclo1qwZLc05a9YsrF69uswGR6PRiB07dojKK8OGxWLBzJkzcfTo0YDld911FxYvXhz28YCbiHQThONN5duWS3zITSKVShETE0OlrexySmI80dw+kJel1+uFzWaj/WFn+OYjmkIycjaRId554l1lk3f2PkLeb3Y7QtJ0PlUBl7CLlaiH8mbzja0YRYHQsaMBcu3Y19HpdFLPLcOUxAM7nU5YrVa6rcVioWoKq9UKm82G3NxcFBQUiErEF2lfAdB7zel0ori4mPYT+J+smi3fFmthDGWgYYMtIdfpdKhduzbi4+MRHx9P492dTmdAKTOSO4FMloh6QCaTITMzk3qlgxlxhJaRZ85sNiMrK4sa2IhHhFhizWYzzcoPgJbHczgc9Hklz59Op0NSUhItC6jRaGq8Gf8fV65ciapkVqPRYOzYsZBKpfjhhx9w7dq1Kp31/FaH0+nEli1b8Mcff5R7W36/H4cOHcKoUaOQnJyM22+/HR06dIDP58Nvv/2GvLw85ObmVhhpueeee7B69eqwyucBJe+7559/Hl27dsXjjz+Oc+fOlbkvK1euxPPPP4/GjRuL2t7n8+HTTz/FL7/8ErCcYRi8+OKLeOihh8rcp4oAKcEaLvx+P8xmc9j3SlFREVatWoW1a9cCQJmNrxqNBt27d8e9994LpVKJM2fOYOvWrbh48eItEZtbkfD7/VH7luTk5OCzzz4r96RlFy9exPPPP4877rgDHTt2DIhB9/l8yM7Oxt69e/Hvv/+WO+FWKpV49dVXMXHiRFplRSwkEgmaNGmCefPmwe12Y82aNWXyeHu9XqxZswZDhw4VHdvt8/nw888/4/vvvw9oOyYmBtOnT8ftt98eUV9uOtIdCsHiY8kE3O/3U8kr24Pl8/kCskCzSbJQeaVgslZ2Jms+b64QseUj4ewYUiKn83g8sNlssNlscLlcpTyC3HHh/s8mztzYW7760kKeRu4x2eMSiqwJfeTEemAjkaIH6z97OZFik9JvAGjMr91up55uUkLCbDbTrOA2mw1WqxVFRUWUvJW31Zpdro0QWL5zZV9TvnFgLwsWsiEEcq+mp6cjISGBluEiSgD2uMlkMvqMEJm+y+WCSqVCYmIiLRvodrvDvtbsc3W73bh+/ToUCgXi4+Op8kClUsFqtVIy7nA4YDKZcO3aNRiNxoBrJpFIoFAoqKRcoVBQj3lVrYWZn59PVRhiUVBQUCXOp02bNpg9ezZ69uwJAHjjjTewc+dO/PLLL/j888/LLEsLZmi8FXHt2jVs2bIFvXv3jmj/jIwMvPfee/jiiy/KfcLHhsfjQWZmJjIzM/HXX39VWLts1K9fH2vWrCmTNP/OO+/Ef//7XwwfPrzMBCsnJwdz587FokWLRJVWO336NF5//fVSxsPu3btj/PjxYYeoVBZcLldE957X60VOTk7E74BoKJ1iY2PxyiuvYOzYsYiNjaVhVxkZGfj444/xxRdf1KiGooydO3fCYrGIykLPB5/Ph4sXL2LGjBn4+++/o9w7fthsNhw4cAAHDhwoNccOpcSNJtq2bYuxY8eGTbjZSEhIwKuvvoq9e/eW2Vi/b98+fP7555g8eXLI+Q4x2M6aNSsgjI5hGPTu3Rt9+/aNuPzYLUe6uWSNe0OSCbLFYoFSqaQeNbKeTLKJfJiU/wp30k+Ox/XQhfLUCUnCZTIZ9Ho99Ho9lbMqFAo6+S8qKqJWu2BjwD0u8d6RYxEyRIgj8Y6yvelCkvVgy4SMCWKVC9FAsGvANwF3Op24ceMGPB4P4uPjaVyyz+ejCgmSMM1ut9NyTlarFSaTCUajkSbKC6c8V7jgxndz2xBzvdjgkm2+sQl2zUlMp8FgoPcTW1ECIEC2T5LAkWUk+QbDMEhKSoLZbKYx6Ow+8I0B33ryXNvtdlqLUa/XQyKRwGg0Qi6X099msxlXr15FYWEhzfROji+RSKDT6aDT6QLKAALh122tKGzcuBFGo1F0rJPf78cnn3yCoqKicu5ZcCQmJmLlypVo2rQpXabT6dC3b1+0a9cOu3fvxsmTJyM6dmxsLJ544gmMHDkyIJnf6dOn8dFHH+H48eNl7n91hNFoxLBhw7B8+XL07dtX1D52ux379u3Dli1b8M033/Am4LoVEB8fj/T09DIfp3///mjTpg327dtX5mN9+eWXkEqlmDdvXtCJ8YULFzBixIhSz7xMJsNLL70UMSGpDJDyruHCYrHgxIkTlWZ4k0qlGDFiBCZMmBCQo0ChUKBx48aYOXMmfTdHYpCRy+WoU6cO7rrrLqSnp0Ov18Nut+PMmTPYv39/pb/vKwu7du3C4sWLMW7cOFH3ud9fkuzVZDLh5MmT+PPPP/Hjjz/i0qVLlTIHqEiSzcW9994bUd4ILpo3b44BAwZg/vz5ZRpDl8uFOXPmIDU1FYMHDxaUuvv9fhw9ehRjx44tpSrS6XR49tlnBe8FMarPW450E7AJFpuMEBIpl8up95GQTbIdSYhFyBQ7kVKo9oJJroX24xJQ7rFIvJHBYKDWF5KEisDtdsNsNpeKP+frD0leRTySpLQVISLk+CS2trCwkJbF4iIYoQ9FjEKhvKTjfOC7DsQ4Q36r1WrodDoq7ycvYJ/PR8tMsX/YUm4+A0w4CGak4B6Xj4SzSXQwcsqnTuDeR8GMOWQZqQpAniufz0fLq7ndbnqf+v0l5fmIPJ9IvMm9Rkq2WSyWoGEeQsvZ4+LxeGA2m3H9+nUqAXW5XNBqtXC5XCguLkZ2djYl3NwPgFQqhV6vD0iaQwwwVcEzzAer1YqDBw+iT58+orY/duwYVq5cWc69Co3hw4cLSmMTExOxatWqiMqPtW3bFl999RVatGhRypLdqVMn9OrVC0OGDMHu3bsj7nt1RkFBAUaNGoXnnnsOGo0G/fv3R3x8fMA2e/bswfnz5+FwOLB27VpcvXq1JrwiStBoNJg0aRKGDx9e5neK3+/H559/DoZhMHPmTCQlJQWs9/l8+PHHHzFr1ixeQ1Pbtm1x//33l6kPFQ2SEb5t27aivfN+vx/79+/HiRMnyrl3woiLi8PIkSMFkwLq9Xq8/PLLOHv2LDZv3hwWOYmPj8crr7yCJ554Aunp6QFzXZvNhh07duDll1/G6dOno3U61QYOhwP//e9/cejQITz22GNo0aIFYmNjqerO6XTCZrOhqKgI165dw9WrV3Hx4kWcOHECFy9ehMlkumUVUuGU5QsGmUyGhx56CEuXLoXZbC7TsQoLC/HSSy+hqKgII0eOpIoRANQhtnXrVrz++uu8RrZGjRqhdevWZerDLUm6+bxeZJnL5YLVakVMTAytVex2uyGTyaBSqQIk1Xa7Hfn5+TTLuBirkhhLCF9fhbyRxBOt0WhorCzxrgIlBFqpVNJs6ySBF99LmduGVCpFXFwcGjVqBK1WC5VKRQ0OXq8XGo2GZj/Oy8sLKl/na4vPmMBdFsybWpkvM9I2O06aHU9P+s0OIWDfO3yx++zjBiPffAacSMaCuw8pYSYEIRItRNKF2iQqASKFIyX5ZDJZgLFLKpXC4/HQNjweD1VdsMePxF0LTULFGDK4xPvChQsBBNrhcNCM89ys6ex7mShgiCGBlBaLVjKWaMNqtWLUqFFYsWIFlWkL4dixYxg4cCByc3MrqHf8UCgUePrpp4PKu+644w689957ePzxx0XH5dWtWxdr165FgwYNBLepU6cOVq9ejfvvvz8qSa2qI/Ly8vDf//4XAPDOO+8EqAGAEnljTXxpIGw2GywWS8jkaWLQrl27qBnyfD4fli5diq1bt2Lx4sVU8XLu3Dn8/PPP+PnnnwUNJkLziKoMl8uFX3/9FQ888IDo2M6rV69izpw5lertrV+/Pho1ahR0m9q1a2PWrFm4ceOGaJWPVCrFK6+8gilTppTy/DEMQ9VDPp8Pw4cPh9FojPgcqitsNht++OEH/P7771Cr1aVKCBOlIvn7ViXZXJw8eZKGBZYVjRs3RkpKSplJN1CS4HDq1Kn48ccf0aVLFzRr1gxSqRTnzp3D/v37sXfvXsH7PC4urkxyeeAWJd1CxMbv91OPMCGVDMPQOFMy4SaxnRaLhZYuCkUChYh+sL6x/w9G1gmxJlmfAdAyZuxyVXq9nibwEtNfhUKBtLQ0JCUlQSaTQalUUsJN4qJcLhcSEhJovDLX280X70sMBWTSzCZQ7I84e3vu2PARqWBjFK6xQwzY/SVhCS6XK6SBgP2/0HUIdW3CQTBiHGy8wjm+UJtcwwCbjBYWFtJs4UDJBIB8+GUyGS2jR2KOCRknY07GWqlUBqgz2EY0sVJ59jmT+5gkxiPr+Iwk7OMQAwyRHpHQlIqMX40Eubm5GDx4MFq1agWDwYDx48ejU6dOAIATJ04gKysLhw4dwpdffonr169Xcm+B9u3bi6q//H//93+YNWsWXn/9dVHEu127dqhfv37I7WrXro3nnnsOL730kpjuUpB79GbKZF8eNWdvRpw9exaHDx+ukp5hn8+Hs2fPolevXgHvwlCE+ujRozhz5gzuvvvuiuhmVODz+fDrr7+iTp06eOaZZ5CamhpQmpJtLLfZbDh+/Djeffdd7Ny5s1LJVGJiYkDIlRBat26N2bNn4z//+Q+ys7NDbl+rVi0MGjQoaFZphmHQrVs3tG/fHps3bw6r32RsbwYyGmkSvlsVBw8eREZGhqhvdShoNBrRRjIxcDgc2L59O3bs2BHAQ0Ldo7m5uSgqKhKVB0MItxTpDuWVIy9bt9sNi8VCpawkfpR4kNmlg8RkeeYj+cFISSi5OdmffV4M87/ySiT5FJngkb9JHC2Ja+IjxAQkzjY2NhZyuRxqtZomhXI4HFAqlWAYBna7HWq1Gmq1miafEjomW1pMSkVJJBKYTKaA+HAh4wTf8UIRSO44l4V8B/Mwc/sp1rNanh8irnw8FLnnuz/5wD0e915kH5fvHgdKiG1ubi5iYmKQkJBA8yKQjOoazf9r78zjmyrz/f/JvrRNk+4thWJZZBEKgtSK3pHNwgAvUVRkuSKDg3RgoCqijndcxgUdBEQuFlEH8IoiVh3FARRZisi+CYhUVqF0pU2apkmbNDm/P/g9jyfpOclJm9IEn/frlVfTnCXfc3K2z/Pd9FRkk4Ej4LebOD+fWqhfd0v3q+9gCD9n21dw++4jj8eDmpoa6HQ6GAwGeu0gdR/CmerqamzduhUAsHHjRmRkZAAAysrKws67ER8fL2m0WaFQ4LHHHsPJkyexevXqgPOPGTNG8rXhD3/4AwwGA6xWq6T5O3XqhPz8fKSmpmLTpk346quvYLFYJC3LiHw4jsMrr7yC/v37h/ThMZQE67X2eDzYv38/srKyBKNOGhoa2rwfe0uwWq1YvHgxvvjiC3Tp0gXR0dFQqVS0vojdbofVasXly5fx66+/wmKxtLtgJM+ggZDL5RgxYgSmTZuGhQsXBoyGSE9PR2pqasD1RkVFYeDAgZJFt0wmQ1ZWFvLy8pCYmIitW7fi888/R3l5ebvvS8a1oaSkBGvXrsXf/va3ZtFQwUJa7YYa/jOeFM6cOYP169fjL3/5i2D4PL/YthjXpej2J27FvMt8IeFbVVwIskwwnspAXmu+3WI2i70ndpCBAbI8CcUl7avUajXNnRUTfkTEa7VaREdH0/6mMpkMdrvdK1yEiHMScuNvO4Dfcnk7duyIDh06IDY2FqWlpSgrK4PVaqUec/42iG0v/7t8xZ7Y7xAKb3egKAWpN5W2uvkIiW2h/eC7DwOJVqmeY7HPfL0odrsdZWVl0Gg0UKvVNCIjJiaGPvyQiubkeCTRBMDVMGOHw4G6ujrBCvqBojkCbZdYdILYfGRA6vLly6ivr4fBYIBCoaApK5ECKaBzPaBUKjF37lx89tlnfkPTYmNjkZWVJXm9vXv3RkJCgiTRbTQa8fHHH+O2224DANx///04ceIEHn30URw8ePC68nwzxNmxYwc++OADzJ49u8WVb4GrOfPhEL7PcRzmzZsHuVyOCRMmwGAwoLq6GlVVVbhw4QLefPNNbN68ub3NFKSxsRGnTp2KmOscv/tMIDQaDR5++GF89tlnAdvLxcfHSwr/lclk6Ny5s1fqoj+6deuGVatWISsrCzKZDGPHjsWkSZPw3HPPYefOnWFx/DLaFo/Hg3fffRcjR47ELbfc0qp1lZeXo6KiIkSWtZzGxka8/PLLsFgseOCBB9ChQwdotVoauXn8+HGMGTPG7zquS9Ht+5DPv8GJiTM+JLdVTKiLiRMpD/i+YiAYwegbNssP1yUeYhL+zXEcvZjyC2MAgE6noyLHn0gi+alRUVHQ6XTU2088kg6Hg47AklFifx5S4vkzmUxITEyETqeDyWSCVqv1ugjzi0/wbSHfzx/sEMpDluJpbi3+IhaCWT6UBBLYvoMhgWzxN+ghNJ8/Yc//Hv4xazaboVQqkZKSQo8hIlBJzhQ5F9VqNb3pk+OdVIJv63ZrUiMXSK0HchEm9rKHjNBx+PBhlJaWSq4GnZWVhXvvvRdr1qwRnSc6Olpyz2Lg6uBhWloazp0753c+uVyOvLw8DBo0yGvZrKwsbNu2Df/zP/+DpUuXRlxuLCN43G43nn76aSiVSsycObNFwttms2HZsmVhU5jRZrMhLy8PK1euRGpqKs6dO4fTp0+HdZvESITUSZAaOZCZmYm7774bixYt8nttCea5JSEhAUqlMmCqjlKpxKOPPoq+ffvS9SuVSuTk5GDFihWYP38+vvrqK9HBRoVCISnUlxH+lJSU4KmnnsJ7773X4jBzj8eD7777Lmwq6FdXV+Pll19GQUEBMjMzYTAYYLfbUVJSAovFEtDO60J0iwkf8rDOL25EXvwcYl+vtViIrL+LgJAgFpvP3+eBwoADLU9C3kkOtq9IIXmzarUajY2NoiINQDNvs1arpUXDSBsn4DdvtxD8fUL6GHfo0AFxcXGIiYmhLZZKSkpoDi0pZkWWI6HzWq2WtkMj4cjETt99cy2Et9A28gn0m7aVLb42BBpoErPPN7LAdxBKymCHWAoAOfecTieqqqrQ1NSE5ORkAFcHiex2OziOo/UUSK9zEn7ucDjQ2NiI0tJSmtYgZGsoCCZygX/+84vAMVEVOiorK4PKJZbJZLjvvvv8iu5gUavVGD16NHbt2uV3PoPBgLy8PEFvkl6vx4IFC3Ds2DEa2s+3+c4770RmZiacTic2btyI6urqkNnPaB8cDgeeeOIJeDweTJ8+PajcQJfLhYULF+Lw4cNtaGHwuN1uHDx4sL3NAPBb60ZAWo5mpFBfXy+5ICRwVeTm5ubinXfe8RuNE0zIbnx8PDQaTUA7kpOTMW7cuGaDSjKZDJmZmZg3bx4OHz6MX3/91Wu6VqvFqFGjcOedd6KyshL/+c9/cPz4cRYJFMFwHIeioiLMmDEDS5YsEewKEohjx47hnXfeCatBPLfbjcrKyhYVlb0uRLfQQzZ5UCehz1FRUVCpVLS4WENDA+rr66l4883PDuR15n+vryAWE7EtvQEECpEm3m2XywW5XE5DvbVaLRU2Ho+HVjcnbdDq6+tpCD1f4Pp+B6nATHJs7XY7FAoFYmJiaDErkp8oFhJPboZRUVHQ6/WIj4+nLaM4jkN0dDSsVivtde1bgT0qKgrJycm0d3pdXR3Ky8tpcTuh36ClYjeY5aR6jIMlGOHI/92EpvnaIRRa7s8GKX99v4v/fWLbxXFXUzicTieqq6vR0NCA1NRUr5xHctySQoakcKHNZkNVVRVqa2sFi7QE+m6xfSS0TLAIHRPX8uEvLS0NkyZNgslk8vp8+/bt+P7773+XxWC6deuGxMREVFVVXdPvHTdunF+PvEajQXp6erPPR44ciY8++ghGoxEejwe//PILpk2bFpL+zIz2paGhAfPmzcN//vMfrFq1CikpKQGXqampwdKlS7FgwYKwevhsb2QyGUwmE7p3747+/fsjLS0NMTExUKvVuHTpEnbv3o2ffvoJZrM5osUbqXtDqstLoXv37khKSvIrupOTkyU/Z8TExPgtuEYYNGgQOnToIDhNLpejR48e6Nmzp5folsvlmDx5MhYuXAij0QiO4/DnP/8Z8+fPx2effRbRv93vHY/Hg23btmHSpEl4+eWXMXLkSEndXJqamnDgwAHMmzcPxcXF18DSa0NEi26xB2jiGSVCzWAw0Aux2+2GSqWihdLq6+tRV1eHuro6OBwOrzYYYuHd/GlSveB8+6R6zIW2Tcgbz3Ec7RtMvPj8sNbGxkYa2g2Aim9/Qk0ul8NgMMBoNCImJgZ6vR5utxtRUVFwuVyw2+20ajrZb0L7jL9OhUJBe37LZDI4nU4qouPi4lBTU4OGhgavtlvAb4XXiGecX8mwvLycVrj2rXwuVeiIhUG3J4FuhL4DJfwRft9jQ0xgSxGbvh5uoeOzpaH1ZD38Aa+mpiaaD00q8rvdbtqSg3QXIMeKUBE1oW2VYk9Lt0fKOq/FMdW1a1c8++yzGDJkCDp16tRsO5544gns2LED33zzDdauXdvurb9aQ7D7MzMzE/Hx8aKi+7/+679aVZFUCJlMhunTpwcsrDJlyhQvL7xarcbjjz9Or3HkQXXRokW46667Iqo+AEOYxsZGbN68GWPHjsXcuXMxbtw4wR7MZrMZR48exfz583HkyBEmPnhoNBpMmjQJjz76KHr27ImoqCiv5wa32w2bzYbi4mJs374dhYWFOHbsWFAe43DBbDajuroaHTt2lLyMyWRCWlqaaGtDuVyO22+/XbLnkQx4+0OlUuHBBx/0K6rUajUSEhK87tEGgwHTp0+nA8UymQwZGRl488034XK5sGHDBjbY9P8RcqSEOxzH4cSJE5g+fTqmTZuGGTNm4IYbbhCMAHM6nTh37hw+/PBDrFmzBpcvX46Y7ZRCRItuPnxxoFAoaI5ecnIyzSNWKpWor6+nYcwGg4FWFiYXtdraWtp3W+hh3l8YsVQ7hfAVSsFsL8dxtPI3qZZMBDfJdeVX2uNXYxdDoVAgPj4eOp2Oih2yXtKazOFw0NZKJFRdbNuI5z05ORkmkwlJSUloaGigIcPk5OM4jg4KkIusSqVCdHQ07ZFIPOQZGRlQqVSoqKhAfX09tc83zFfKvmxrQh3yDHi3XlOpVNBoNF659WQwghwbZFBGqkCVKvylzCuE729EBHdjYyNqamqg1WqhVqvpPE6nk+ZLiw2O+fMsh3r/hxNdu3ZFYWGh32JgGo0Gubm5yM3NxaxZs1BQUIB//etfYZMrJRWn04kvv/wS8+fPD9k6b7zxxqD6ibrdbpw9e9bvPDfffDP69esXcF38NCDgaqXzvn37NpsvJycH27dvx5w5c3DgwIHftQCLjY3F0KFDmz3cl5SUYN++fRFTQ+HgwYN46KGH0Lt3bwwfPhzZ2dl02tatW7Fr1y4UFxdfVw+doUAul2PGjBl49dVXBQcrANBB/kGDBmHgwIGYOnUqPvnkE6xcuRLFxcURdf7U19fjxx9/pIXJpKDRaEQ9zsBVoRtMgSsy0O2PPn36YMSIEX7nUalUSEtL87r3d+3aFd27d282b2pqKt5++20kJiZi7dq1v8sBR7lcjqSkJPTp0wddunRBfHw8YmJi0NDQgLNnz+L48eM4e/YsbDZb2F8nqqursXjxYhQWFmLIkCG49dZbkZCQAJVKRdMFf/jhB+zduxeXL1+OqHNUKhEtuoVyRogAIa0QiPeCCJTo6GjIZFdbEpHqx6TtlV6vR3R0NK5cuQKbzeYl4sg6ghV0UpDqCRcLmSWebr6AJd5uAl8wk5xv8n188UK8piqVivaFdDqdkMvliI6Oprm0vj25Aw1OyOVyxMbGIjY2Fi6XC1arlVZVd7lcNA2AXwmdLK9Wq2mxNdI+inhBybSKigpYLBYqyPg2hMOFKJSCj+/Z1mg0NJKDpE+Q37exsZFW1LbZbM08w76/u9RoDaHP+MeOlNB1oXXxX01NTbDb7c1GdYndrQ3b9jcI4rs/pMwrNl9bDLb4olKpsHz58qCqb3fp0gVvvPEGbr/9dsyZMweXLl1qQwtDC8dx2Lp1K+bMmROSlkQ6nQ733ntvUMs4nU5s27bN7zwzZ84UFQR8BgwYgJ49e+Knn34CcFWsJyUlNZtPJpPhlltuwcaNG1FQUIA33ngj4gZMWotKpcLUqVMxZ84cwfxAm82Gb775Bt9++y0KCwtRU1PTTpZKh3iBTpw40d6mhBUqlUp08KRbt26YN2+epPMLuPr8kZKSgtmzZ2PkyJFYvHgxPvzwQ9jt9lCa3Ga4XC5s3boVEyZMkHzNk8vlSExMFL0PJyQkoHPnzpJtIOmI/rj77rubpTX5olKp0L9/f5qyCAAdO3YU/S1TUlKwaNEi3HrrrXj11Vdx9uzZsHimuxZotVrcd999yM/PR/fu3aHX673SCV0uF8xmMw4dOoTCwkIUFRWhtLTUrxOsvfF4PLhw4QJWrVqFDz74gDoBSZrs9V7/puV9K8IA4uUDvCuVR0VFITY2lnpFY2JioFQqoVAoYDQakZycDKPRCJPJhJSUFBiNRlpJOy0tDenp6VTE+MuXlYK/EHjf/4MNiSYQkUJElkKhgEajodtP9hOZh4gvMRtlMhn1mhIBp9VqwXEcXZbsdyIqyHeLeeplsqstn4jnnXgsyf98O4HfiqMRcUlCjPk56KT9WYcOHdCrVy+kpqZCr9d7eXvDEanRDP4gv1FCQgKSkpIQFxcHg8FAe7EbDAbExsbCaDQiPj4eqampSE9PR0JCAgwGA3Q6HR248D2HfN+T/31TK8S2K5j97rsviKgmF+CmpiavF79KeWu82f7m8xc+H8yAWDD2tIY777wTQ4YMadGyd999N3bv3o3hw4eH2Kq2ZefOndixY0dI1iWTyRATExPUMlarNWCYamxsrKR1+Q5gBsJkMuGpp57Cd999F1TF9UhHpVLh2WefRUFBAfr06SMYqRUdHY3x48fj7bffRlFREZYuXYrs7OwWV85ltB8PPPAAMjIyBO9F48aNE6yFEAiFQoEbb7wRr7/+Ov76179Kyi0NBziOw86dOwN2SwiGzMzMoFJqLBaLX0GkVCrRu3fvgOuRy+UwGo1e52+gKKPo6GhMnToVhYWFuPfee8Oy/3uokcvlmDJlCpYtW4YBAwYgJiaGPq+R5zG1Wo3k5GSMGjUKb7/9NrZs2YJVq1Zh5syZuPXWW5GSktLqHtltCanp09jYSB2D1ztBie4XXnjBSyDKZDL06NGDTm9oaMCsWbMQHx9Pb36+vdUuXryI0aNHQ6/XIykpCU8++WSLczV0Ol0z0aBUKhEbGwu5XI66ujoaKk6KMXk8HqhUKuoJBEALrel0Ouh0OsTHx6NDhw7Q6/WiF4Ng80V9hbW/h3QpQt93eY/HQytckmX5IpW8iKeT7/EUChEm/bSJ55wUaiNF2Ehhq9raWlitVjQ0NPitFkoEOwlJJ99lsVjgcDhQXV1Np9ntdiquSFgx8WDzPe1KpRJqtRp6vR6JiYno2rUrunTpApPJRIux+W6XFNo6v1tIxEn5Hn5uNUmPSExMRFxcHPR6PfR6PQwGA/R6vdfxrNVqERsbi5SUFHTu3BkdO3ZERkYGUlNTYTAYvAYppISUk7/89/zPWrLP+PuB/yICnH+c8qcLLd9aghHWYgMVoRhY4TN27FjRglxTpkyRVOBGCJlMhvT0dKxduzaiBFxDQwMWL14sOYw41Dfz77//HiUlJX7nkSqkP//8c69+wRUVFQE9cAqFAjfffDO++eabFrefijSmTJmCZ599VlIagEKhwE033YQ5c+bQcMUNGzZgzJgxYf0QyviNZcuWYd26dcjOzva6tur1egwbNqxVx7zRaMRTTz0VMBQ6nLh8+TIKCwslX1fcbjeqqqpE70NdunSRfN/weDw4duxYwGg4f0Xb+Ov65ZdfvAYtSWSpP+RyObKysrBq1SosWrSIdju5XjEajZg5c6ZXYVkxiFMrMzMTDz74IJYtW4YtW7Zg27ZtWLJkCXr16hW2TqjfG0FftXr37o2ysjL64rdMeeyxx7BhwwZ8+umnNMyBH7bndrsxevRoOJ1O7N69G2vWrMHq1avx3HPPtch4k8lEhTd54CdeXuLVtdvtcDgctN1VbW0tbDYbFZ0NDQ1UdEdFRcFoNCIuLo5WUfYt6iUkNqQg9sDubx3+bipCD/ikyBS/sBkR2C6Xi9pAKpr79jbmCwXiaeS35nI6nXSEkayXCG+HwyEYYk5ebrcbZrMZZWVluHTpEkpLS1FVVYWGhgZcuXIFly9fhsVigd1uh81m8xLd/MEDktdLBFlDQwP9XiIqO3fuDJPJ1CKPt6+n1l9YsdBff/MI0VLbSPu1qKgomhNKQvPdbjccDgfNo4+JiaFF6IiXOyEhAenp6cjIyEB8fDzNnZZik78Qan6YebCIHYv8aUKDRG0ZRuXr8RbbLt/zsbURMr589dVXKCwsbObdSUlJCYmXOikpCY888kir13MtKSoqQkFBgaR5t23bFlIvkZS2TW+88QbOnz/vd57y8nIsXbrU67P9+/ejvLxckh2ZmZlYsmQJHn300eteTKalpQWVd09QKBRITEzEmDFj8Nlnn+HJJ5+87vfV9YDRaER2djZWrFjhlTpjNBpDMkBoMpkwY8YM6PX6Vq/rWtDU1IQPPvgAJ0+elDR/XV0dTp8+LTo9mPtmVVVVwPaIbrcba9aswcWLF/0OXJ8+fRpr1671crZJGWgkxMTE4NFHH8WKFSv85qxHOhqNJmCovhgklbZnz56YPXs2CgsLMXjwYCa8w4CgRbdSqURKSgp9JSQkAABqa2vx/vvvY/HixRg6dCgGDBiAVatWYffu3bTNybfffouTJ0/iww8/RL9+/TBq1Ci89NJLWL58eYsqSup0OsTFxXkJb1JAjFQ9ttlssNlsqKyspC2vyMlOcpZJ+HRsbCwV8jExMYiNjRWt8i3m0fP3sO3r9RabLva/P1FEhC0ZWCDbys/dJX9J9XGx3sbEK11VVUXDPsxmM8xmMywWC638TjyQZrOZtiUTu9h6PB7Y7XZcvnwZZ86cQXFxMc6fP4/S0lKUlpbSInakdZRvfq/D4aCF19xuNx084e8Pt9sNpVIJg8FAUwT4uetiiHn7/SEU8iZ13mCXF5rum1Lgcrnocc0P1VEqlTAajVCr1fQ4NxqN1BOu1+upxzsYz4HQsSw0ECFl24XWLWWgIlix3VLvc6DBE18vfFuRk5ODjz76CAaDgX5ms9lCJiaHDh0adJh1e+J0OrFkyZKAD6GNjY1YuHCh6D3G6XQG1Yrr119/ldTz+9ChQ7jnnnvwwQcf4Oeff/Z6qLTZbCgsLMQ999yDo0ePei3ncrmwefNmyd55rVaLRYsWYeLEiZK3IRIJFN4qBbVajRdffBEzZswIkVWMtoLcW/r27YvXX3+dRvqoVKoWR/b40r9//xYLm/bg/PnzeOWVVwLWKuA4Dvv27ROtXA4AxcXFkttHfv/9937XRdi1axcmTJiA5cuX48CBAygvL6dRimazGZs3b0ZeXh4OHTrktdy5c+dw+PBhyee3QqHA2LFj8eyzz163oeZmsxmHDx8OSSpiz5498be//S2i7u/XK0GL7tOnTyMtLQ2ZmZmYPHkyLl68CODqA4bL5fLyuvTo0QOdOnXCnj17AAB79uxBnz59vMJCcnNzYbVaaREZIRobG2G1Wr1eAGghrdjYWK8KsHa7nQoPUr2ZtDsgOQQNDQ1obGyERqOhBZtUKhXt+SuTyQTDy4N5APclkDAL5EkTC8Hlf3dTUxOsVivMZjMNrwdAq4zb7XZacIzv6eavn3iQq6qq4HA4YLPZUF1dDZfLBZvNRvubO51O1NTUwGq1NvOaC+0TUhyrsrISJSUluHDhAoqLi3H69GlcvHiRFrDzDX1vamqCxWJBVVUVqqurYTabvSIWyD4jF3eNRkNzmZVKpSRBG6oRQLFcYH/zSU014K/P4/HAYrGgoqICVVVVcDqddLBEo9EgNjYWUVFR9DOSVkHmI8e7VquFXq+HVqulYetSt9Gf95m89xcBIPV7+N8hJbLA37pa8jsHigAQCqv3FwrfGnJycjBz5kzqqbPZbFi6dGlIwqe7detGByIjhQsXLmD8+PH47rvvmoVdctzV2hFPP/00ioqKRNfR1NSEpUuXSvK0OBwOLFiwAKWlpZLs+/HHH/GnP/0J/fr1w1133YWxY8di7NixGDFiBB588EFBsd/U1IQnn3wSDz/8sOQ2UTqdDvn5+ZILS0Uiq1atwvvvv9/qirZqtRoDBgwIkVWMtkYmk2HIkCHIy8uDWq2GzWYLmNohlejo6IgSIh6PB//+976GcX4AABrjSURBVL/x8ssv48qVK6L3wbNnz2LhwoWora0VXdfPP/9Mn9/9YTabsXr16oCVy4Grz5l79+5Ffn4+hg0bhiFDhmDcuHEYP348Ro4ciQcffBA7duxodg7X1tbimWeewddff43a2lpJ57hCocD9998v2OnheqChoQEvvfQSDh48GJL7e69evSJqgOl6JahYrezsbKxevRo33ngjysrK8OKLL+KOO+7AiRMnUF5eDrVa3Sz/IDk5mYbKlZeXN8vDIP/7C6dbsGABXnzxxWafkxMzKiqKhi+73W5YLBbaC1Aul1PPN3D1gYYUJCAtiUgOsUajAcdxqKurozngvid/S3NW/cEPGSZI8XqLPeS7XC4a8k08nCSknN/6S8wWInSvXLmCS5cuITU1lbYjIyHnDQ0NqKmpoZUS/Xm5iV3kRULTnU4nbQHBD0P33R7gqqC2WCyor6+HRqNBVFQUzREnuc3E2+5yuVBfXw+1Wu23H3lLERJwYqLOd1BD6HcTCmf3/SvkNXa5XKisrITdbofRaITL5aLF8/hePRIBAPyW50+q25OUBLvdLioOAx3vQp5n38GHlp4zgewJdMwFig4JNDDCt11oO/x53dvC661UKvHSSy/B5XJhyZIlAICNGzdi9erVePjhh1uV58hPQYkkTp06hTFjxiA/Px/dunWjn585cwYbNmzAqVOnAj60HDp0CBs2bMCECRNE57Hb7Zg3bx7efffdoOxzu91wu9344YcfJC9jt9vxf//3f/jyyy/Rq1cv5OXl4Z577vErENLT00PmAQxH7HY75s6di2+++QZvvvkmkpKSvFphSsXlcuH48eNtYCGjrVCpVHjooYewbt06FBcX4/3338eNN97YahFBaoZEEo2NjXj77bdx6tQpTJs2Df3796eDbVarFYcPH0ZBQQF++OEHv9fzyspKrFy5Eq+++qqot9hsNmPhwoXYunVrUDa63W7U1dXh1KlTXvUqxOA4DkePHsVDDz2EPn36YPDgwRg+fDgGDRrkFdnli8lkwuDBg3HgwIGIvHcF4tixY3jggQeQn5+P8ePHIzU1tcWpMZcuXaLRoYz2IyjRPWrUKPq+b9++yM7ORkZGBtavXx9UFcRgeeaZZ/D444/T/61WKzp27AiNRkMvmFFRUdTz6XQ6UVlZiaamJlpkihQRI7mvwG8PxeQgbmhooDncNpsNFRUV1PPNJ1gR4e9hHRDP3RYTbL5CwHcZMo14o/mfC3kMhdbvdrtRX1+Ps2fPwmw2IyoqCnq9Hh6PBzabDTU1NV6F6sQGCcREC/kr5J3ivyfLEKFIRDVpg1VXV0dTHIgnl7RLINXnhX4HX8HlT4Dxp4n9jv6OCTEhLfSeDPaQXuj87xT6/ZqamugAi8VioVX7SQE8sh5yTJP8fiLEbTYbzGYzbDabYMEyf/g7Dn33X3sQSGgH+r19zwuh89H3+67FtqrVajz22GP49NNPUVJSArvdjjlz5qCpqQkTJ05ssefmk08+QVVVVYitvTY0Njbi9ddfb/HyLpcLzz77LDp06CBYsK68vBxLlizB559/fk0f0q1WK/bu3YuDBw/irbfeQn5+PiZOnPi7zUl2OBz47LPP8P3332Pw4MGYO3cuevfuTe8BgXC5XHjllVewfPnyNraUEWpSU1PRvXt3nDx5Eh999BGUSiXmz5+PjIyMFg82nj17FleuXAmxpW1PY2MjNm/ejKKiIsTFxVHR7HA4YDabBWvs+OLxeLBy5UrI5XI89NBDSElJoc94ZrMZBw8exJo1a7BlyxZJXu5QUFtbi127duGHH37AihUrcNttt2H27NkYOnSo4MAAaQV3re69oYJ0WSL7m+8Q49czAq5Gcz311FP417/+hfvuuw8jRoxAeno6jEYj9Hq9pGO/oqICy5cv/921mAxHWtWn22g0onv37jhz5gxGjBhBvZF8b3dFRQVSUlIAXC36s3//fq91kOrmZB4hNBqNYGsHjuOoSCbFvvg9iEl4NMnP5nt9dTodFSUkR4iE3tbX1+P8+fMoLy9v5nltCf7EGBFEpOAXKWAmFF4jRQyRaR6Ph64v0PJCAhS4KuhI/rZCoaD7jnhLiRD29ZCKCW4CsU0KvoMMfPFNcpodDgesViuioqKgVCqpx5tUORfa7pbmZIsJLrF1SNlOfqQDaYMWHR1Nw8P5o/GkdRYZUOF790n4PxHc/JZxfBHPL65ntVpht9sltWsQ2nax9/6Wv5b4s1dsnmDWHQh/x0trMBgMXqHE9fX1mDVrFlatWoU777wTf//736HT6SR/7+bNm/Hiiy9eM0HZ0rz8tuTs2bMYPny4oKAl6TntRVNTEw4dOoQ///nP+O6775Cfn0+LS5Hr/KeffkojhyIFuVyO2267DY888oiot43jOKxfvx4XL17Ejz/+iKamJlRWVuKLL77Axo0bccMNNyArKwtpaWm47777IJPJ0LVrVy8hbrFYcOTIERQUFODLL79scccURvtBnAEcx8Fut+O9997D3r17MWnSJIwePRpdunTxKggaiJKSErz00kttLkRksqutnQwGAwwGA2w2G65cudLqNAmyH1rTa7y+vh5vvvkmVq1ahZSUFCQmJsLtduPSpUuoqKi4ZmLbF47jUFtbi02bNmHPnj2YMGECHnnkEfTu3ZumwgFXi8UFkwseDmRkZCAvLw85OTlISUmB0+mktafq6upoDarjx4/j1KlTKCkpQU1NDX766SecPHkSixYtQmJiIjp37ox+/frh1ltvRXp6Om0dS1r9ut1uVFdX4/Dhw3j33Xexffv2iNpP1ysyrhVPPTabDZ06dcILL7yAqVOnIjExER9//DHGjx8P4Gqhhh49emDPnj249dZbsWnTJowZMwZlZWVISkoCAKxcuRJPPvkkKisrJfdMtFqtiI2NxfDhw2k7K7PZjMrKSiqcAVCPIV+AEDFDHkhJzi/xnpKBg9raWurF9efJlQrfu0Y8miqVirZ00mq10Gg0tBp4fX29lxDy932+YoafBywW0uy7nJgI9c0rJsv784j6E7eBkBrKzBeqZF8SsUkGB0huf6CBEzFR5OvhFtqngbZPyjxk/6pUKiQlJSEpKQkajQY6nY72XSeDMiqVCi6XCw6Hg1bmt9ls9ObLH2Tge87Ji0CEuu/Aib+BHaHjLNC28+drC4El5bcTsokgFu0g5bcXwt9AU01NDWpra/2Gy0llzpw5WLZsmagNffr0QVpaGiZPnoyhQ4cKth0pKyvD/v37sWPHDqxfvx4Wi6XVdvlDpVJh8ODBGDp0KG3Vc+bMGSxduhQHDx5s0+++3oiJiUGvXr0QExODKVOm4MKFC3jttdfa7SG5peTl5WHx4sWSiiE5nU4cO3YMv/zyC5YuXYrDhw83E8/knOvSpYuX6DabzSguLg6t8YyAhPKaX1tbi6FDhzbrHEC8nQMGDMCgQYMwYMAA9OzZk15nSaSc3W6H2WzGlStXcPLkSaxevRo//vhjmw38qdVq3HzzzcjNzUVOTg46duwIo9EIi8WCzz//HEuWLAlYEI1xFZlMBpPJhKysLGRnZ9MWWFu3bsX69etbNfBwLYmPj8e6deswbNiwgM9P5Bm2vLwc58+fx86dO1FYWIhffvnFSzyTLjVxcXFISEig11Kn04mqqipUVla264Dx742AGiYY0T1v3jyMHTsWGRkZKC0txfPPP4+jR4/i5MmTSExMRF5eHs0vNBgM+Otf/woA2L17N4Cr3oJ+/fohLS0N//znP1FeXo7//u//xiOPPIJXX31V8kYR0Z2bmwuZTIbGxkZUVFTQAgy+B6Rv2C7p4UwKrwG/5fbwPc1iXtJAD95C8MWrQqGglddjYmKgVqtpUStSNK6srMyrQJkU0e0rBMU82EKf+a7P3/9iywntFyHBJWSnFMQEDfl9yXsyn5CYFCOQOJYyUBEM/H1AXlqtFl26dKG9s/V6Pc1LJ1EdRIjX1NTQ/HrSu9xqtdLoDrLN/n47/l8pv4HU7RYKw5YymNKWXk9fO/ydF1LOE3/HtS/EQ0MKALZWdLvdbowbNw5ff/21pPnT0tIEc19JUcNrQXp6Ot544w2MHTu2WYuesrIy3HvvvUFVEGdcH+zcuRN33HFH0MtZrVZ8+OGHmDdvHhwORxtYxggFobym//zzzxg6dKjf+j9yuRw6nQ4mk8mrvalvAV1SXLStMBqNmD9/PqZPn47ExMRm90yn04n//d//xTPPPNOizj2/Z4izTC6XeznZIoEhQ4Zg06ZNkh2MfNxuN4qLizFv3jxs3rw5orb790Sg3yWo8PKSkhJMnDgR1dXVSExMxO233469e/ciMTERALBkyRLI5XKMHz8ejY2NyM3Nxdtvv02XVygU+Prrr2loRVRUFKZOnYp//OMfLdi0qwehXC6n7aSExAM/zFomk9GwWoLQg7JQyLQvLRGNwG83hbS0NMTExEClUiE6OppWTideTYfD4dWWyx9CIsrXTiHRKJVA+8H3f7Ew60DTWmoHGcn2Xbc/r22wiA1kiCFVxJP3fC80ESX8CAOVSgWFQgGbzUbTIRQKBa3ATwoDAkBpaSktiiU2OOLPFqHjRcwjLIRYZIU/2soLTuzhR0j4G2iSYrfUiIdQh5QTjhw5gu3bt0ueX2ql7bbipptuwqZNm9ChQwfBfZKamor8/HxMmjSJhb8xJGEwGDBz5kzI5XI89thjEefhZwTP0aNHA4aCezwe1NfXt2uahUajwXPPPYdZs2aJFvpTq9V4+OGH8fHHH7MonyDhOM7rGT6SiIqKanE9DoVCgV69emHp0qX44x//KKmFGyP8CEp0r1u3zu90rVaL5cuX+y1SkpGRgY0bNwbztaKQMNuamhpaQZsgJjKJB5RM4+MrOKSKXX/4Chi1Wo2UlBQYDAYolUrasoJ42UmbstjYWFy5cqXVo6CtFUDBePTE1uUbEu77viUEGkQIVsRJtSfU8/GPOVIUzWQyQa/X0zxtfj69y+WitQhISzz+vCaTCVeuXKE3JX8CWypSIh8CLXOtEBLavqJY6vZISSEQG3xri5B6l8uFgoICLF68OGJyd2NiYvCPf/wD6enpfufr3bs3FAoFE92/MwoLC1vk6QauDmBPnz4dy5cvx4kTJ0JsGSOcKC8vx+rVqyPCK9yvXz9MmzYtYGV9k8mEfv36MdH9O+LMmTOorKwULNYplczMTIwYMYKJ7gilVYXU2gvyIEvaVfEr/gHwEtVCXjxCS0NaA4XuCn1OPJk6nY72FFcqlV4V2PmVt0keMr8wXGtp6xBe8h0kqkCKhz0UgjlYxDyUYiHk/sSUFMEVSICSfcZxHCorKyGXy5GYmEirr5NjheB0OqHRaKgAJ0UASRQHP1WCf6zyB5PEbPLnBRbaT0LT+B72axU27vu/v4GmQINtvr9fsJEmvt/B3x8t3RdvvvkmNm3ahKKioojKz+rYsSPGjBkTcL5u3bph0KBBQbXVYkQ+H3zwAXJzc/HHP/6xRcu31+Aeo+2x2WzQarWwWCx45513sGfPnvY2KSAymQzdu3eXFD5MBtT5aY6M65tff/0VX331FR2Uacn1y+12Q6vVsuMmDJHkkOIiMDHg3Llz6NKlS3ubwWAwGEFx6dKlgF5fBoPBYDAYDMb1RUR6uuPi4gAAFy9eRGxsbDtbExjSV/zSpUshqVzcljBb24ZIshWILHsjwVaO41BXV9eqsDIGg8FgMBgMRmQSkaKbhGrHxsaG7UO2EKRPYyTAbG0bIslWILLsDXdbI2GAkMFgMBgMBoMReuSBZ2EwGAwGg8FgMBgMBoPREpjoZjAYDAaDwWAwGAwGo42ISNGt0Wjw/PPPt6jBfHsQSfYyW9uGSLIViCx7I8lWBoPBYDAYDMbvj4isXs5gMBgMBoPBYDAYDEYkEJGebgaDwWAwGAwGg8FgMCIBJroZDAaDwWAwGAwGg8FoI5joZjAYDAaDwWAwGAwGo41gopvBYDAYDAaDwWAwGIw2IiJF9/Lly9G5c2dotVpkZ2dj//7919yGnTt3YuzYsUhLS4NMJsO///1vr+kcx+G5555DamoqdDodhg8fjtOnT3vNU1NTg8mTJ8NgMMBoNGL69Omw2Wwht3XBggW45ZZbEBMTg6SkJIwbNw7FxcVe8zQ0NGDWrFmIj49HdHQ0xo8fj4qKCq95Ll68iNGjR0Ov1yMpKQlPPvkkmpqaQmprQUEB+vbtC4PBAIPBgJycHGzatCns7BTitddeg0wmQ35+flja+8ILL0Amk3m9evToEZa2AsDly5cxZcoUxMfHQ6fToU+fPjh48CCdHk7nGIPBYDAYDAaDIUbEie5PPvkEjz/+OJ5//nkcPnwYWVlZyM3NRWVl5TW1o76+HllZWVi+fLng9H/+85946623sGLFCuzbtw9RUVHIzc1FQ0MDnWfy5Mn46aefsGXLFnz99dfYuXMnZsyYEXJbi4qKMGvWLOzduxdbtmyBy+XCXXfdhfr6ejrPY489hg0bNuDTTz9FUVERSktLce+999Lpbrcbo0ePhtPpxO7du7FmzRqsXr0azz33XEhtTU9Px2uvvYZDhw7h4MGDGDp0KO6++2789NNPYWWnLwcOHMA777yDvn37en0ebvb27t0bZWVl9LVr166wtNVsNmPw4MFQqVTYtGkTTp48iUWLFsFkMtF5wukcYzAYDAaDwWAwROEijEGDBnGzZs2i/7vdbi4tLY1bsGBBu9kEgPviiy/o/x6Ph0tJSeEWLlxIP7NYLJxGo+E+/vhjjuM47uTJkxwA7sCBA3SeTZs2cTKZjLt8+XKb2ltZWckB4IqKiqhtKpWK+/TTT+k8P//8MweA27NnD8dxHLdx40ZOLpdz5eXldJ6CggLOYDBwjY2NbWqvyWTi3nvvvbC1s66ujuvWrRu3ZcsW7g9/+AM3d+5cjuPCb78+//zzXFZWluC0cLP1qaee4m6//XbR6eF+jjEYDAaDwWAwGISI8nQ7nU4cOnQIw4cPp5/J5XIMHz4ce/bsaUfLvDl//jzKy8u97IyNjUV2dja1c8+ePTAajRg4cCCdZ/jw4ZDL5di3b1+b2ldbWwsAiIuLAwAcOnQILpfLy94ePXqgU6dOXvb26dMHycnJdJ7c3FxYrVbqhQ41brcb69atQ319PXJycsLWzlmzZmH06NFedgHhuV9Pnz6NtLQ0ZGZmYvLkybh48WJY2vrVV19h4MCBuP/++5GUlIT+/fvj3XffpdPD/RxjMBgMBoPBYDAIESW6r1y5Arfb7fXQDwDJyckoLy9vJ6uaQ2zxZ2d5eTmSkpK8piuVSsTFxbXptng8HuTn52Pw4MG46aabqC1qtRpGo9GvvULbQ6aFkuPHjyM6OhoajQYzZ87EF198gV69eoWdnQCwbt06HD58GAsWLGg2Ldzszc7OxurVq7F582YUFBTg/PnzuOOOO1BXVxd2tp47dw4FBQXo1q0bvvnmG+Tl5WHOnDlYs2aN1/eF4znGYDAYDAaDwWDwUba3AYxry6xZs3DixAmvXN5w48Ybb8TRo0dRW1uLwsJCTJ06FUVFRe1tVjMuXbqEuXPnYsuWLdBqte1tTkBGjRpF3/ft2xfZ2dnIyMjA+vXrodPp2tGy5ng8HgwcOBCvvvoqAKB///44ceIEVqxYgalTp7azdQwGg8FgMBgMhnQiytOdkJAAhULRrKJyRUUFUlJS2smq5hBb/NmZkpLSrPhbU1MTampq2mxbZs+eja+//hrbt29Henq6l71OpxMWi8WvvULbQ6aFErVaja5du2LAgAFYsGABsrKysHTp0rCz89ChQ6isrMTNN98MpVIJpVKJoqIivPXWW1AqlUhOTg4re30xGo3o3r07zpw5E3b7NjU1Fb169fL6rGfPnjQcPlzPMQaDwWAwGAwGw5eIEt1qtRoDBgzA1q1b6Wcejwdbt25FTk5OO1rmzQ033ICUlBQvO61WK/bt20ftzMnJgcViwaFDh+g827Ztg8fjQXZ2dkjt4TgOs2fPxhdffIFt27bhhhtu8Jo+YMAAqFQqL3uLi4tx8eJFL3uPHz/uJWK2bNkCg8HQTByFGo/Hg8bGxrCzc9iwYTh+/DiOHj1KXwMHDsTkyZPp+3Cy1xebzYazZ88iNTU17Pbt4MGDm7W1++WXX5CRkQEg/M4xBoPBYDAYDAZDlPau5BYs69at4zQaDbd69Wru5MmT3IwZMzij0ehVUflaUFdXxx05coQ7cuQIB4BbvHgxd+TIEe7XX3/lOI7jXnvtNc5oNHJffvkld+zYMe7uu+/mbrjhBs7hcNB1jBw5kuvfvz+3b98+bteuXVy3bt24iRMnhtzWvLw8LjY2ltuxYwdXVlZGX3a7nc4zc+ZMrlOnTty2bdu4gwcPcjk5OVxOTg6d3tTUxN10003cXXfdxR09epTbvHkzl5iYyD3zzDMhtfXpp5/mioqKuPPnz3PHjh3jnn76aU4mk3HffvttWNkpBr96ebjZ+8QTT3A7duzgzp8/z/3www/c8OHDuYSEBK6ysjLsbN2/fz+nVCq5V155hTt9+jS3du1aTq/Xcx9++CGdJ5zOMQaDwWAwGAwGQ4yIE90cx3HLli3jOnXqxKnVam7QoEHc3r17r7kN27dv5wA0e02dOpXjuKstjf7+979zycnJnEaj4YYNG8YVFxd7raO6upqbOHEiFx0dzRkMBm7atGlcXV1dyG0VshMAt2rVKjqPw+Hg/vKXv3Amk4nT6/XcPffcw5WVlXmt58KFC9yoUaM4nU7HJSQkcE888QTncrlCauuf/vQnLiMjg1Or1VxiYiI3bNgwKrjDyU4xfEV3ONk7YcIELjU1lVOr1VyHDh24CRMmcGfOnAlLWzmO4zZs2MDddNNNnEaj4Xr06MGtXLnSa3o4nWMMBoPBYDAYDIYYMo7juPbxsTMYDAaDwWAwGAwGg3F9E1E53QwGg8FgMBgMBoPBYEQSTHQzGAwGg8FgMBgMBoPRRjDRzWAwGAwGg8FgMBgMRhvBRDeDwWAwGAwGg8FgMBhtBBPdDAaDwWAwGAwGg8FgtBFMdDMYDAaDwWAwGAwGg9FGMNHNYDAYDAaDwWAwGAxGG8FEN4PBYDAYDAaDwWAwGG0EE90MBoPBYDAYDAaDwWC0EUx0MxgMBoPBYDAYDAaD0UYw0c1gMBgMBoPBYDAYDEYbwUQ3g8FgMBgMBoPBYDAYbcT/A5nvyLvPsf7qAAAAAElFTkSuQmCC",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "random_sample = np.random.choice(len(images))\n",
- "\n",
- "fig, axs = plt.subplots(1, 3, figsize=(10, 4))\n",
- "\n",
- "axs[0].imshow(images[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n",
- "axs[0].set_title(\"Image\", fontsize=16)\n",
- "\n",
- "axs[1].imshow(masks[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n",
- "axs[1].set_title(f\"Label - {true_count[random_sample]} cells\", fontsize=16)\n",
- "axs[1].axis(\"off\")\n",
- "\n",
- "axs[2].imshow(preds[random_sample].squeeze(), cmap=\"gray\")\n",
- "axs[2].set_title(f\"Prediction - {pred_count[random_sample]} cells\", fontsize=16)\n",
- "axs[2].axis(\"off\")\n",
- "\n",
- "plt.tight_layout()\n",
- "plt.show()"
- ]
- },
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "On average, predictions differ from the true cell count by 2.72 cells (2.78%).\n"
+ ]
+ }
+ ],
+ "source": [
+ "images, masks, preds = [], [], []\n",
+ "with torch.no_grad():\n",
+ " for idx in range(len(image_files)):\n",
+ " image, mask = load_pair(idx)\n",
+ "\n",
+ " image = image.unsqueeze(0).unsqueeze(0)\n",
+ " mask = mask.unsqueeze(0).unsqueeze(0)\n",
+ "\n",
+ " pred = unet_regressor(image)\n",
+ " pred = torch.sigmoid(pred).cpu()\n",
+ "\n",
+ " images.append(image.cpu())\n",
+ " masks.append(mask.cpu())\n",
+ " preds.append(pred)\n",
+ "\n",
+ "images = torch.cat(images, dim=0)\n",
+ "masks = torch.cat(masks, dim=0)\n",
+ "preds = torch.cat(preds, dim=0)\n",
+ "\n",
+ "true_count = np.array([skmorph.label(l.squeeze()).max() for l in masks])\n",
+ "pred_count = np.array([skmorph.label(p.squeeze() > .995).max() for p in preds])\n",
+ "\n",
+ "mae = abs(pred_count - true_count).mean()\n",
+ "mpe = (abs(pred_count[true_count > 0] - true_count[true_count > 0])\n",
+ " / (true_count[true_count > 0])).mean()\n",
+ "\n",
+ "print(f\"On average, predictions differ from the true cell count by {mae:.2f} cells ({mpe:.2%}).\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Sample a random image and compare. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Plot the predicted cell counts vs. true counts for the whole dataset."
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
]
- },
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "random_sample = np.random.choice(len(images))\n",
+ "\n",
+ "fig, axs = plt.subplots(1, 3, figsize=(10, 4))\n",
+ "\n",
+ "axs[0].imshow(images[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n",
+ "axs[0].set_title(\"Image\", fontsize=16)\n",
+ "\n",
+ "axs[1].imshow(masks[random_sample].squeeze(), vmin=0, vmax=1, cmap=\"gray\")\n",
+ "axs[1].set_title(f\"Label - {true_count[random_sample]} cells\", fontsize=16)\n",
+ "axs[1].axis(\"off\")\n",
+ "\n",
+ "axs[2].imshow(preds[random_sample].squeeze(), cmap=\"gray\")\n",
+ "axs[2].set_title(f\"Prediction - {pred_count[random_sample]} cells\", fontsize=16)\n",
+ "axs[2].axis(\"off\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Plot the predicted cell counts vs. true counts for the whole dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
{
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.figure(figsize=(8, 8))\n",
- "plt.scatter(true_count, pred_count, alpha=0.75)\n",
- "plt.axline([0, 0], [1, 1], color=\"black\")\n",
- "plt.xlabel(\"True Count\", fontsize=24)\n",
- "plt.xlim(0, 250)\n",
- "plt.ylabel(\"Predicted Count\", fontsize=24)\n",
- "plt.ylim(0, 250)\n",
- "plt.show()"
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
]
+ },
+ "metadata": {},
+ "output_type": "display_data"
}
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "py_env_book (3.10.15)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.10.15"
- }
+ ],
+ "source": [
+ "plt.figure(figsize=(8, 8))\n",
+ "plt.scatter(true_count, pred_count, alpha=0.75)\n",
+ "plt.axline([0, 0], [1, 1], color=\"black\")\n",
+ "plt.xlabel(\"True Count\", fontsize=24)\n",
+ "plt.xlim(0, 250)\n",
+ "plt.ylabel(\"Predicted Count\", fontsize=24)\n",
+ "plt.ylim(0, 250)\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "deeptrack2",
+ "language": "python",
+ "name": "python3"
},
- "nbformat": 4,
- "nbformat_minor": 2
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.13.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
}